Issam Laradji - AI Research Nest

(1/85) Method and system for meaningful counterfactual explanations

Authors: LOPEZ, Pau RODRIGUEZ and Caccia, Massimo and Zamparo, Lee and Laradji, Issam and Lacoste, Alexandre and BERMUDEZ, David VAZQUEZ

Year: 2024

Published at US Patent 11,961,287

(2/85) LitLLM: A Toolkit for Scientific Literature Review

Authors: Agarwal, Shubham and Laradji, Issam H and Charlin, Laurent and Pal, Christopher

Year: 2024

Published at arXiv

(3/85) IntentGPT: Few-Shot Intent Discovery with Large Language Models

Authors: Rodriguez, Juan A and Botzer, Nicholas and Vazquez, David and Pal, Christopher and Pedersoli, Marco and Laradji, Issam H

Year: 2024

Published at arXiv

(4/85) WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?

Authors: Drouin, Alexandre and Gasse, Maxime and Caccia, Massimo and Laradji, Issam H and Del Verme, Manuel and Marty, Tom and Boisvert, L{\'e}o and Thakkar, Megh and Cappart, Quentin and Vazquez, David and others

Year: 2024

Published at ICML

(5/85) BlockLLM: Memory-Efficient Adaptation of LLMs by Selecting and Optimizing the Right Coordinate Blocks

Authors: Ramesh, Amrutha Varshini and Ganapathiraman, Vignesh and Laradji, Issam H and Schmidt, Mark

Year: 2024

Published at arXiv

(6/85) InsightBench: Evaluating Business Analytics Agents Through Multi-Step Insight Generation

Authors: Sahu, Gaurav and Puri, Abhay and Rodriguez, Juan and Drouin, Alexandre and Taslakian, Perouz and Zantedeschi, Valentina and Lacoste, Alexandre and Vazquez, David and Chapados, Nicolas and Pal, Christopher and others

Year: 2024

Published at arXiv

(7/85) MixSumm: Topic-based Data Augmentation using LLMs for Low-resource Extractive Text Summarization

Authors: Sahu, Gaurav and Laradji, Issam H

Year: 2024

Published at arXiv

(8/85) Long-Context Language Decision Transformers and Exponential Tilt for Interactive Text Environments.

Authors: Gontier, Nicolas and Rodr{\'\i}guez, Pau and Laradji, Issam H and V{\'a}zquez, David and Pal, Christopher

Year: 2023

Published at CoRR

(9/85) Workflow discovery from dialogues in the low data regime

Authors: Laradji, Issam H and Raimondo, Stefania and Vazquez, David and Rodriguez, Pau and Pal, Christopher and others

Year: 2023

Published at Transactions on Machine Learning Research

(10/85) Method and system for localization with supervision

Authors: Laradji, Issam Hadj and BERMUDEZ, David VAZQUEZ and LOPEZ, Pau RODRIGUEZ and Pardinas, Rafael

Year: 2023

Published at US Patent App. 17/759,785

(11/85) Explaining Visual Counterfactual Explainers

Authors: Velazquez, Diego and Rodriguez, Pau and Lacoste, Alexandre and Laradji, Issam H and Roca, Xavier and Gonz{\`a}lez, Jordi

Year: 2023

Published at Transactions on Machine Learning Research

(12/85) FigGen: Text to Scientific Figure Generation

Authors: Rodriguez, Juan A and Vazquez, David and Laradji, Issam and Pedersoli, Marco and Rodriguez, Pau

Year: 2023

Published at ICLR TinyPapers

(13/85) Affinity Learning With Blind-Spot Self-Supervision for Image Denoising

Authors: Zhou, Yuhongze and Zhou, Liguang and Laradji, Issam Hadj and Lam, Tin Lun and Xu, Yangsheng

Year: 2023

Published at ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

(14/85) Automatic Data Augmentation Learning using Bilevel Optimization for Histopathological Images

Authors: Mounsaveng, Saypraseuth and Laradji, Issam and V{\'a}zquez, David and Perdersoli, Marco and Ayed, Ismail Ben

Year: 2023

Published at arXiv

(15/85) TK-KNN: A Balanced Distance-Based Pseudo Labeling Approach for Semi-Supervised Intent Classification

Authors: Botzer, Nicholas and Vasquez, David and Weninger, Tim and Laradji, Issam

Year: 2023

Published at EMNLP Findings

(16/85) Promptmix: A class boundary augmentation method for large language model distillation

Authors: Sahu, Gaurav and Vechtomova, Olga and Bahdanau, Dzmitry and Laradji, Issam H

Year: 2023

Published at EMNLP

(17/85) The Unsolved Challenges of LLMs as Generalist Web Agents: A Case Study

Authors: Assouel, Rim and Marty, Tom and Caccia, Massimo and Laradji, Issam H and Drouin, Alexandre and Rajeswar, Sai and Palacios, Hector and Cappart, Quentin and Vazquez, David and Chapados, Nicolas and others

Year: 2023

Published at NeurIPS 2023 Foundation Models for Decision Making Workshop

(18/85) Capture the Flag: Uncovering Data Insights with Large Language Models

Authors: Laradji, Issam and Taslakian, Perouz and Rajeswar, Sai and Zantedeschi, Valentina and Lacoste, Alexandre and Chapados, Nicolas and Vazquez, David and Pal, Christopher and Drouin, Alexandre

Year: 2023

Published at NeurIPS FMDM

(19/85) Can AI Read the Minds of Corporate Executives?

Authors: Chapados, Nicolas and Fan, Zhenzhen and Goyenko, Ruslan and Laradji, Issam Hadj and Liu, Fred and Zhang, Chengyu

Year: 2023

Published at Available at SSRN

(20/85) Enchancing semi-supervised learning for extractive summarization with an llm-based pseudolabeler

Authors: Sahu, Gaurav and Vechtomova, Olga and Laradji, Issam H

Year: 2023

Published at arXiv

(21/85) LLM aided semi-supervision for Extractive Dialog Summarization

Authors: Mishra, Nishant and Sahu, Gaurav and Calixto, Iacer and Abu-Hanna, Ameen and Laradji, Issam H

Year: 2023

Published at EMNLP Findings

(22/85) Machine learning prediction of workflow steps

Authors: El Hattami, Amine and Pal, Christopher Joseph and Berm{\'u}dez, David Mar{\'\i}a V{\'a}zquez and Laradji, Issam Hadj and Raimondo, Stefania Evelina

Year: 2023

Published at US Patent App. 17/751,464

(23/85) Starvector: Generating scalable vector graphics code from images

Authors: Rodriguez, Juan A and Agarwal, Shubham and Laradji, Issam H and Rodriguez, Pau and Vazquez, David and Pal, Christopher and Pedersoli, Marco

Year: 2023

Published at arXiv

(24/85) Language Decision Transformers with Exponential Tilt for Interactive Text Environments

Authors: Gontier, Nicolas and Rodriguez, Pau and Laradji, Issam and Vazquez, David and Pal, Christopher

Year: 2023

Published at arXiv

(25/85) Cvpr 2020 continual learning in computer vision competition: Approaches, results, current challenges and future directions

Authors: Lomonaco, Vincenzo and Pellegrini, Lorenzo and Rodriguez, Pau and Caccia, Massimo and She, Qi and Chen, Yu and Jodelet, Quentin and Wang, Ruiping and Mai, Zheda and Vazquez, David and others

Year: 2022

Published at Artificial Intelligence (AI)

(26/85) A survey of self-supervised and few-shot object detection

Authors: Huang, Gabriel and Laradji, Issam and V{\'a}zquez, David and Lacoste-Julien, Simon and Rodriguez, Pau

Year: 2022

Published at Transactions on Pattern Analysis and Machine Intelligence (PAMI)

(27/85) Neural point light fields

Authors: Ost, Julian and Laradji, Issam and Newell, Alejandro and Bahat, Yuval and Heide, Felix

Year: 2022

Published at Conference on Computer Vision and Pattern Recognition (CVPR)

(28/85) Kubric: A scalable dataset generator

Authors: Greff, Klaus and Belletti, Francois and Beyer, Lucas and Doersch, Carl and Du, Yilun and Duckworth, Daniel and Fleet, David J and Gnanapragasam, Dan and Golemo, Florian and Herrmann, Charles and others

Year: 2022

Published at Computer Vision and Pattern Recognition (CVPR)

(29/85) A Soft Labeling Approach to Develop Automated Algorithms that Incorporate Uncertainty in Pulmonary Opacification on Chest CT using COVID-19 Pneumonia

Authors: Lensink, Keegan and Lo, Fu Jorden and Eddy, Rachel L and Law, Marco and Laradji, Issam and Haber, Eldad and Nicolaou, Savvas and Murphy, Darra and Parker, William A

Year: 2022

Published at Academic Radiology (AR)

(30/85) Challenges in leveraging GANs for few-shot data augmentation

Authors: Beckham, Christopher and Laradji, Issam and Rodriguez, Pau and Vazquez, David and Nowrouzezahrai, Derek and Pal, Christopher

Year: 2022

Published at CoLLAs 2022

(31/85) Data Augmentation for Intent Classification with Off-the-shelf Large Language Models

Authors: Sahu, Gaurav and Rodriguez, Pau and Laradji, Issam H and Atighehchian, Parmida and Vazquez, David and Bahdanau, Dzmitry

Year: 2022

Published at NLP4ConvAI 2022

(32/85) Workflow Discovery from Dialogues in the Low Data Regime

Authors: Hattami, Amine El and Laradji, Issam and Raimondo, Stefania and Vazquez, David and Rodriguez, Pau and Pal, Chris

Year: 2022

Published at TMLR

(33/85) Let's Make Block Coordinate Descent Converge Faster: Faster Greedy Rules, Message-Passing, Active-Set Complexity, and Superlinear Convergence

Authors: Nutini, Julie and Laradji, Issam and Schmidt, Mark

Year: 2022

Published at Journal of Machine Learning Research (JMLR)

(34/85) Constraining Representations Yields Models That Know What They Don't Know

Authors: Monteiro, Joao and Rodriguez, Pau and Noel, Pierre-Andre and Laradji, Issam and Vazquez, David

Year: 2022

Published at ICLR 2023

(35/85) OCR-VQGAN: Taming Text-within-Image Generation

Authors: Rodriguez, Juan A and Vazquez, David and Laradji, Issam and Pedersoli, Marco and Rodriguez, Pau

Year: 2022

Published at WACV 2023

(36/85) Overcoming challenges in leveraging GANs for few-shot data augmentation

Authors: Beckham, Christopher and Laradji, Issam and Rodriguez, Pau and Vazquez, David and Nowrouzezahrai, Derek and Pal, Christopher

Year: 2022

Published at arXiv

(37/85) Stochastic polyak step-size for sgd: An adaptive learning rate for fast convergence

Authors: Loizou, Nicolas and Vaswani, Sharan and Laradji, Issam Hadj and Lacoste-Julien, Simon

Year: 2021

Published at Artificial Intelligence and Statistics (AISTATS)

(38/85) Learning data augmentation with online bilevel optimization for image classification

Authors: Mounsaveng, Saypraseuth and Laradji, Issam and Ben Ayed, Ismail and Vazquez, David and Pedersoli, Marco

Year: 2021

Published at Winter Conference on Applications of Computer Vision (WACV)

(39/85) A weakly supervised consistency-based learning method for covid-19 segmentation in ct images

Authors: Laradji, Issam and Rodriguez, Pau and Manas, Oscar and Lensink, Keegan and Law, Marco and Kurzman, Lironne and Parker, William and Vazquez, David and Nowrouzezahrai, Derek

Year: 2021

Published at Winter Conference on Applications of Computer Vision (WACV)

(40/85) Beyond trivial counterfactual explanations with diverse valuable explanations

Authors: Rodr{\'\i}guez, Pau and Caccia, Massimo and Lacoste, Alexandre and Zamparo, Lee and Laradji, Issam and Charlin, Laurent and Vazquez, David

Year: 2021

Published at International Conference on Computer Vision (ICCV)

(41/85) A deep learning localization method for measuring abdominal muscle dimensions in ultrasound images

Authors: Saleh, Alzayat and Laradji, Issam H and Lammie, Corey and Vazquez, David and Flavell, Carol A and Azghadi, Mostafa Rahimi

Year: 2021

Published at Journal of Biomedical and Health Informatics (JBHI)

(42/85) Method of and system for generating training images for instance segmentation machine learning algorithm

Authors: Laradji, Issam Hadj and BERMUDEZ, David VAZQUEZ

Year: 2021

Published at US Patent 11,151,417

(43/85) SSR: Semi-supervised Soft Rasterizer for single-view 2D to 3D Reconstruction

Authors: Laradji, Issam and Rodr{\'\i}guez, Pau and Vazquez, David and Nowrouzezahrai, Derek

Year: 2021

Published at International Conference on Computer Vision (ICCV) Workshop

(44/85) Weakly supervised underwater fish segmentation using affinity LCFCN

Authors: Laradji, Issam H and Saleh, Alzayat and Rodriguez, Pau and Nowrouzezahrai, Derek and Azghadi, Mostafa Rahimi and Vazquez, David

Year: 2021

Published at Nature Scientific Reports

(45/85) On Stochastic Mirror Descent: Convergence Analysis and Adaptive Variants

Authors: D’Orazio, Ryan and Loizou, Nicolas and Laradji, Issam and Mitliagkas, Ioannis

Year: 2021

Published at International Conference of Machine Learning (ICML) Workshop

(46/85) Stochastic mirror descent: Convergence analysis and adaptive variants via the mirror stochastic polyak stepsize

Authors: D'Orazio, Ryan and Loizou, Nicolas and Laradji, Issam and Mitliagkas, Ioannis

Year: 2021

Published at arXiv

(47/85) M-ADDA: Unsupervised domain adaptation with deep metric learning

Authors: Laradji, Issam H and Babanezhad, Reza

Year: 2020

Published at Domain Adaptation for Visual Understanding (ICML Workshop)

(48/85) Fast and furious convergence: Stochastic second order methods under interpolation

Authors: Meng, Si Yi and Vaswani, Sharan and Laradji, Issam Hadj and Schmidt, Mark and Lacoste-Julien, Simon

Year: 2020

Published at Artificial Intelligence and Statistics (AISTATS)

(49/85) Counting objects in images based on approximate locations

Authors: Laradji, Issam Hadj and Rostamzadeh, Negar and PINHEIRO, Pedro Henrique OLIVEIRA and BERMUDEZ, David MARIA VAZQUEZ and SCHMIDT, Mark William

Year: 2020

Published at US Patent 10,853,943

(50/85) Embedding propagation: Smoother manifold for few-shot classification

Authors: Rodr{\'\i}guez, Pau and Laradji, Issam and Drouin, Alexandre and Lacoste, Alexandre

Year: 2020

Published at European Conference on Computer Vision (ECCV)

(51/85) Online fast adaptation and knowledge accumulation: a new approach to continual learning

Authors: Caccia, Massimo and Rodriguez, Pau and Ostapenko, Oleksiy and Normandin, Fabrice and Lin, Min and Caccia, Lucas and Laradji, Issam and Rish, Irina and Lacoste, Alexandre and Vazquez, David and others

Year: 2020

Published at Neural Information Processing System (NeurIPS)

(52/85) Where are the objects?: weakly supervised methods for counting, localization and segmentation

Authors: Laradji, Issam

Year: 2020

Published at arXiv

(53/85) Adaptive Gradient Methods Converge Faster with Over-Parameterization (and you can do a line-search)

Authors: Vaswani, Sharan and Laradji, Issam and Kunstner, Frederik and Meng, Si Yi and Schmidt, Mark and Lacoste-Julien, Simon

Year: 2020

Published at arXiv

(54/85) Segmentation of pulmonary opacification in chest ct scans of covid-19 patients

Authors: Lensink, Keegan and Laradji, Issam and Law, Marco and Barbano, Paolo Emilio and Nicolaou, Savvas and Parker, William and Haber, Eldad

Year: 2020

Published at arXiv

(55/85) Looc: Localize overlapping objects with count supervision

Authors: Laradji, Issam H and Pardinas, Rafael and Rodriguez, Pau and Vazquez, David

Year: 2020

Published at International Conference on Image Processing (ICIP)

(56/85) A weakly supervised region-based active learning method for COVID-19 segmentation in CT images

Authors: Laradji, Issam and Rodriguez, Pau and Branchaud-Charron, Frederic and Lensink, Keegan and Atighehchian, Parmida and Parker, William and Vazquez, David and Nowrouzezahrai, Derek

Year: 2020

Published at arXiv

(57/85) A realistic fish-habitat dataset to evaluate algorithms for underwater visual analysis

Authors: Saleh, Alzayat and Laradji, Issam H and Konovalov, Dmitry A and Bradley, Michael and Vazquez, David and Sheaves, Marcus

Year: 2020

Published at Nature Scientific Reports

(58/85) Synbols: Probing learning algorithms with synthetic datasets

Authors: Lacoste, Alexandre and Rodr{\'\i}guez L{\'o}pez, Pau and Branchaud-Charron, Fr{\'e}d{\'e}ric and Atighehchian, Parmida and Caccia, Massimo and Laradji, Issam Hadj and Drouin, Alexandre and Craddock, Matthew and Charlin, Laurent and V{\'a}zquez, David

Year: 2020

Published at Neural Information Processing Systems (NeurIPS)

(59/85) Proposal-based instance segmentation with point supervision

Authors: Laradji, Issam H and Rostamzadeh, Negar and Pinheiro, Pedro O and Vazquez, David and Schmidt, Mark

Year: 2020

Published at International Conference on Image Processing (ICIP)

(60/85) Affinity lcfcn: Learning to segment fish with weak supervision

Authors: Laradji, Issam and Saleh, Alzayat and Rodriguez, Pau and Nowrouzezahrai, Derek and Azghadi, Mostafa Rahimi and Vazquez, David

Year: 2020

Published at arXiv

(61/85) Counting cows: Tracking illegal cattle ranching from high-resolution satellite imagery

Authors: Laradji, Issam and Rodriguez, Pau and Kalaitzis, Freddie and Vazquez, David and Young, Ross and Davey, Ed and Lacoste, Alexandre

Year: 2020

Published at arXiv

(62/85) Efficient deep Gaussian process models for variable-sized inputs

Authors: Laradji, Issam H and Schmidt, Mark and Pavlovic, Vladimir and Kim, Minyoung

Year: 2019

Published at International Joint Conference on Neural Networks (IJCNN)

(63/85) Painless stochastic gradient: Interpolation, line-search, and convergence rates

Authors: Vaswani, Sharan and Mishkin, Aaron and Laradji, Issam and Schmidt, Mark and Gidel, Gauthier and Lacoste-Julien, Simon

Year: 2019

Published at Neural Information Processing Systems (NeurIPS)

(64/85) Where are the masks: Instance segmentation with image-level supervision

Authors: Laradji, Issam H and Vazquez, David and Schmidt, Mark

Year: 2019

Published at British Machine Vision Conference (BMVC)

(65/85) Class-based styling: Real-time localized style transfer with semantic segmentation

Authors: Kurzman, Lironne and Vazquez, David and Laradji, Issam

Year: 2019

Published at International Conference on Computer Vision (ICCV) Workshop

(66/85) Where are the blobs: Counting by localization with point supervision

Authors: Laradji, Issam H and Rostamzadeh, Negar and Pinheiro, Pedro O and Vazquez, David and Schmidt, Mark

Year: 2018

Published at Proceedings of the European Conference on Computer Vision (ECCV)

(67/85) Masaga: a linearly-convergent stochastic first-order method for optimization on manifolds

Authors: Babanezhad, Reza and Laradji, Issam H and Shafaei, Alireza and Schmidt, Mark

Year: 2018

Published at Joint European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD)

(68/85) Non-convex optimization

Authors: Laradji, Issam

Year: 2017

Published at arXiv

(69/85) Convergence rates for greedy Kaczmarz algorithms

Authors: Nutini, Julie and Sepehry, Behrooz and Virani, Alim and Laradji, Issam and Schmidt, Mark and Koepke, Hoyt

Year: 2016

Published at Uncertainty in Artificial Intelligence (UAI)

(70/85) Software defect prediction using ensemble learning on selected features

Authors: Laradji, Issam H and Alshayeb, Mohammad and Ghouti, Lahouari

Year: 2015

Published at Information and Software Technology (IST)

(71/85) Coordinate descent converges faster with the gauss-southwell rule than random selection

Authors: Nutini, Julie and Schmidt, Mark and Laradji, Issam and Friedlander, Michael and Koepke, Hoyt

Year: 2015

Published at International Conference on Machine Learning (ICML)

(72/85) Sparse Single-Hidden Layer Feedforward Network for Mapping Natural Language Questions to SQL Queries

Authors: Laradji, Issam H and Ghouti, Lahouari and Saleh, Faisal and AlTurki, Musab A

Year: 2014

Published at International Conference on Artificial Neural Networks (ICANN)

(73/85) XML classification using ensemble learning on extracted features

Authors: Laradji, Issam H and Salahadin, Mohammed and Ghouti, Lahouari

Year: 2014

Published at ACM Southeast Regional Conference

(74/85) Robust Feature Extraction Algorithm for Sarcasm Detection in Debates

Authors: Norton, Olivia and Laradji, Issam H

Year: 2014

Published at International Conference on Data Mining (ICDM)

(75/85) New Algorithms for Deep Learning Machines

Authors: Laradji, Issam Hadj

Year: 2014

Published at arXiv

(76/85) Software defect prediction using ensemble learning on selected

Authors: Laradji, Issam H and Alshayeb, Mohammad and Ghouti, Lahouari

Year: 2014

Published at arXiv

(77/85) Perceptual hashing of color images using hypercomplex representations

Authors: Laradji, Issam H and Ghouti, Lahouari and Khiari, El-Hebri

Year: 2013

Published at International Conference on Image Processing (ICIP)

(78/85) Graphical Newton for Huge-Block Coordinate Descent on Sparse Graphs

Authors: Laradji, Issam and Nutini, Julie and Schmidt, Mark

Year: Unknown Year

Published at ICML Workshop

(79/85) Supplementary Material Beyond Trivial Counterfactual Explanations with Diverse Valuable Explanations

Authors: Rodr{\i}guez, Pau and Caccia, Massimo and Lacoste, Alexandre and Zamparo, Lee and Laradji, Issam and Charlin, Laurent and Vazquez, David

Year: Unknown Year

Published at arXiv

(80/85) Neural Point Light Fields Supplementary Material

Authors: Ost, Julian and Laradji, Issam and Newell, Alejandro and Bahat, Yuval and Heide, Felix

Year: Unknown Year

Published at arXiv

(81/85) Constraining Low-level Representations to Define Effective Confidence Scores

Authors: Monteiro, Joao and Rodriguez, Pau and Noel, Pierre-Andre and Laradji, Issam H and Vazquez, David

Year: Unknown Year

Published at NeurIPS ML Safety Workshop

(82/85) Countering Language Drift with KL Regularization

Authors: Noukhovitch, Michael and Lavoie, Samuel and Laradji, Issam H and Kiela, Douwe and Strub, Florian and Courville, Aaron

Year: Unknown Year

Published at arXiv

(83/85) Evaluating Counterfactual Explainers

Authors: Velazquez, Diego and Rodriguez, Pau and Lacoste, Alexandre and Laradji, Issam H and Roca, Xavier and Gonz{\`a}lez, Jordi

Year: Unknown Year

Published at arXiv

(84/85) Surrogate Minimization: An Optimization Algorithm for Training Large Neural Networks with Model Parallelism

Authors: Asad, Reza and Harikandeh, Reza Babanezhad and Laradji, Issam H and Le Roux, Nicolas and Vaswani, Sharan

Year: Unknown Year

Published at OPT 2023: Optimization for Machine Learning

(85/85) Plan-based Prompting Improves Literature Review Generation

Authors: Agarwal, Shubham and Laradji, Issam H and Charlin, Laurent and Pal, Christopher

Year: Unknown Year

Published at arXiv

(1/85) Method and system for meaningful counterfactual explanations

Authors: LOPEZ, Pau RODRIGUEZ and Caccia, Massimo and Zamparo, Lee and Laradji, Issam and Lacoste, Alexandre and BERMUDEZ, David VAZQUEZ

Year: 2024

Published at US Patent 11,961,287

(2/85) LitLLM: A Toolkit for Scientific Literature Review

Authors: Agarwal, Shubham and Laradji, Issam H and Charlin, Laurent and Pal, Christopher

Year: 2024

Published at arXiv

(3/85) IntentGPT: Few-Shot Intent Discovery with Large Language Models

Authors: Rodriguez, Juan A and Botzer, Nicholas and Vazquez, David and Pal, Christopher and Pedersoli, Marco and Laradji, Issam H

Year: 2024

Published at arXiv

(4/85) WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?

Authors: Drouin, Alexandre and Gasse, Maxime and Caccia, Massimo and Laradji, Issam H and Del Verme, Manuel and Marty, Tom and Boisvert, L{\'e}o and Thakkar, Megh and Cappart, Quentin and Vazquez, David and others

Year: 2024

Published at ICML

(5/85) BlockLLM: Memory-Efficient Adaptation of LLMs by Selecting and Optimizing the Right Coordinate Blocks

Authors: Ramesh, Amrutha Varshini and Ganapathiraman, Vignesh and Laradji, Issam H and Schmidt, Mark

Year: 2024

Published at arXiv

(6/85) InsightBench: Evaluating Business Analytics Agents Through Multi-Step Insight Generation

Authors: Sahu, Gaurav and Puri, Abhay and Rodriguez, Juan and Drouin, Alexandre and Taslakian, Perouz and Zantedeschi, Valentina and Lacoste, Alexandre and Vazquez, David and Chapados, Nicolas and Pal, Christopher and others

Year: 2024

Published at arXiv

(7/85) MixSumm: Topic-based Data Augmentation using LLMs for Low-resource Extractive Text Summarization

Authors: Sahu, Gaurav and Laradji, Issam H

Year: 2024

Published at arXiv

(8/85) Long-Context Language Decision Transformers and Exponential Tilt for Interactive Text Environments.

Authors: Gontier, Nicolas and Rodr{\'\i}guez, Pau and Laradji, Issam H and V{\'a}zquez, David and Pal, Christopher

Year: 2023

Published at CoRR

(9/85) Workflow discovery from dialogues in the low data regime

Authors: Laradji, Issam H and Raimondo, Stefania and Vazquez, David and Rodriguez, Pau and Pal, Christopher and others

Year: 2023

Published at Transactions on Machine Learning Research

(10/85) Method and system for localization with supervision

Authors: Laradji, Issam Hadj and BERMUDEZ, David VAZQUEZ and LOPEZ, Pau RODRIGUEZ and Pardinas, Rafael

Year: 2023

Published at US Patent App. 17/759,785

(11/85) Explaining Visual Counterfactual Explainers

Authors: Velazquez, Diego and Rodriguez, Pau and Lacoste, Alexandre and Laradji, Issam H and Roca, Xavier and Gonz{\`a}lez, Jordi

Year: 2023

Published at Transactions on Machine Learning Research

(12/85) FigGen: Text to Scientific Figure Generation

Authors: Rodriguez, Juan A and Vazquez, David and Laradji, Issam and Pedersoli, Marco and Rodriguez, Pau

Year: 2023

Published at ICLR TinyPapers

(13/85) Affinity Learning With Blind-Spot Self-Supervision for Image Denoising

Authors: Zhou, Yuhongze and Zhou, Liguang and Laradji, Issam Hadj and Lam, Tin Lun and Xu, Yangsheng

Year: 2023

Published at ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

(14/85) Automatic Data Augmentation Learning using Bilevel Optimization for Histopathological Images

Authors: Mounsaveng, Saypraseuth and Laradji, Issam and V{\'a}zquez, David and Perdersoli, Marco and Ayed, Ismail Ben

Year: 2023

Published at arXiv

(15/85) TK-KNN: A Balanced Distance-Based Pseudo Labeling Approach for Semi-Supervised Intent Classification

Authors: Botzer, Nicholas and Vasquez, David and Weninger, Tim and Laradji, Issam

Year: 2023

Published at EMNLP Findings

(16/85) Promptmix: A class boundary augmentation method for large language model distillation

Authors: Sahu, Gaurav and Vechtomova, Olga and Bahdanau, Dzmitry and Laradji, Issam H

Year: 2023

Published at EMNLP

(17/85) The Unsolved Challenges of LLMs as Generalist Web Agents: A Case Study

Authors: Assouel, Rim and Marty, Tom and Caccia, Massimo and Laradji, Issam H and Drouin, Alexandre and Rajeswar, Sai and Palacios, Hector and Cappart, Quentin and Vazquez, David and Chapados, Nicolas and others

Year: 2023

Published at NeurIPS 2023 Foundation Models for Decision Making Workshop

(18/85) Capture the Flag: Uncovering Data Insights with Large Language Models

Authors: Laradji, Issam and Taslakian, Perouz and Rajeswar, Sai and Zantedeschi, Valentina and Lacoste, Alexandre and Chapados, Nicolas and Vazquez, David and Pal, Christopher and Drouin, Alexandre

Year: 2023

Published at NeurIPS FMDM

(19/85) Can AI Read the Minds of Corporate Executives?

Authors: Chapados, Nicolas and Fan, Zhenzhen and Goyenko, Ruslan and Laradji, Issam Hadj and Liu, Fred and Zhang, Chengyu

Year: 2023

Published at Available at SSRN

(20/85) Enchancing semi-supervised learning for extractive summarization with an llm-based pseudolabeler

Authors: Sahu, Gaurav and Vechtomova, Olga and Laradji, Issam H

Year: 2023

Published at arXiv

(21/85) LLM aided semi-supervision for Extractive Dialog Summarization

Authors: Mishra, Nishant and Sahu, Gaurav and Calixto, Iacer and Abu-Hanna, Ameen and Laradji, Issam H

Year: 2023

Published at EMNLP Findings

(22/85) Machine learning prediction of workflow steps

Authors: El Hattami, Amine and Pal, Christopher Joseph and Berm{\'u}dez, David Mar{\'\i}a V{\'a}zquez and Laradji, Issam Hadj and Raimondo, Stefania Evelina

Year: 2023

Published at US Patent App. 17/751,464

(23/85) Starvector: Generating scalable vector graphics code from images

Authors: Rodriguez, Juan A and Agarwal, Shubham and Laradji, Issam H and Rodriguez, Pau and Vazquez, David and Pal, Christopher and Pedersoli, Marco

Year: 2023

Published at arXiv

(24/85) Language Decision Transformers with Exponential Tilt for Interactive Text Environments

Authors: Gontier, Nicolas and Rodriguez, Pau and Laradji, Issam and Vazquez, David and Pal, Christopher

Year: 2023

Published at arXiv

(25/85) Cvpr 2020 continual learning in computer vision competition: Approaches, results, current challenges and future directions

Authors: Lomonaco, Vincenzo and Pellegrini, Lorenzo and Rodriguez, Pau and Caccia, Massimo and She, Qi and Chen, Yu and Jodelet, Quentin and Wang, Ruiping and Mai, Zheda and Vazquez, David and others

Year: 2022

Published at Artificial Intelligence (AI)

(26/85) A survey of self-supervised and few-shot object detection

Authors: Huang, Gabriel and Laradji, Issam and V{\'a}zquez, David and Lacoste-Julien, Simon and Rodriguez, Pau

Year: 2022

Published at Transactions on Pattern Analysis and Machine Intelligence (PAMI)

(27/85) Neural point light fields

Authors: Ost, Julian and Laradji, Issam and Newell, Alejandro and Bahat, Yuval and Heide, Felix

Year: 2022

Published at Conference on Computer Vision and Pattern Recognition (CVPR)

(28/85) Kubric: A scalable dataset generator

Authors: Greff, Klaus and Belletti, Francois and Beyer, Lucas and Doersch, Carl and Du, Yilun and Duckworth, Daniel and Fleet, David J and Gnanapragasam, Dan and Golemo, Florian and Herrmann, Charles and others

Year: 2022

Published at Computer Vision and Pattern Recognition (CVPR)

(29/85) A Soft Labeling Approach to Develop Automated Algorithms that Incorporate Uncertainty in Pulmonary Opacification on Chest CT using COVID-19 Pneumonia

Authors: Lensink, Keegan and Lo, Fu Jorden and Eddy, Rachel L and Law, Marco and Laradji, Issam and Haber, Eldad and Nicolaou, Savvas and Murphy, Darra and Parker, William A

Year: 2022

Published at Academic Radiology (AR)

(30/85) Challenges in leveraging GANs for few-shot data augmentation

Authors: Beckham, Christopher and Laradji, Issam and Rodriguez, Pau and Vazquez, David and Nowrouzezahrai, Derek and Pal, Christopher

Year: 2022

Published at CoLLAs 2022

(31/85) Data Augmentation for Intent Classification with Off-the-shelf Large Language Models

Authors: Sahu, Gaurav and Rodriguez, Pau and Laradji, Issam H and Atighehchian, Parmida and Vazquez, David and Bahdanau, Dzmitry

Year: 2022

Published at NLP4ConvAI 2022

(32/85) Workflow Discovery from Dialogues in the Low Data Regime

Authors: Hattami, Amine El and Laradji, Issam and Raimondo, Stefania and Vazquez, David and Rodriguez, Pau and Pal, Chris

Year: 2022

Published at TMLR

(33/85) Let's Make Block Coordinate Descent Converge Faster: Faster Greedy Rules, Message-Passing, Active-Set Complexity, and Superlinear Convergence

Authors: Nutini, Julie and Laradji, Issam and Schmidt, Mark

Year: 2022

Published at Journal of Machine Learning Research (JMLR)

(34/85) Constraining Representations Yields Models That Know What They Don't Know

Authors: Monteiro, Joao and Rodriguez, Pau and Noel, Pierre-Andre and Laradji, Issam and Vazquez, David

Year: 2022

Published at ICLR 2023

(35/85) OCR-VQGAN: Taming Text-within-Image Generation

Authors: Rodriguez, Juan A and Vazquez, David and Laradji, Issam and Pedersoli, Marco and Rodriguez, Pau

Year: 2022

Published at WACV 2023

(36/85) Overcoming challenges in leveraging GANs for few-shot data augmentation

Authors: Beckham, Christopher and Laradji, Issam and Rodriguez, Pau and Vazquez, David and Nowrouzezahrai, Derek and Pal, Christopher

Year: 2022

Published at arXiv

(37/85) Stochastic polyak step-size for sgd: An adaptive learning rate for fast convergence

Authors: Loizou, Nicolas and Vaswani, Sharan and Laradji, Issam Hadj and Lacoste-Julien, Simon

Year: 2021

Published at Artificial Intelligence and Statistics (AISTATS)

(38/85) Learning data augmentation with online bilevel optimization for image classification

Authors: Mounsaveng, Saypraseuth and Laradji, Issam and Ben Ayed, Ismail and Vazquez, David and Pedersoli, Marco

Year: 2021

Published at Winter Conference on Applications of Computer Vision (WACV)

(39/85) A weakly supervised consistency-based learning method for covid-19 segmentation in ct images

Authors: Laradji, Issam and Rodriguez, Pau and Manas, Oscar and Lensink, Keegan and Law, Marco and Kurzman, Lironne and Parker, William and Vazquez, David and Nowrouzezahrai, Derek

Year: 2021

Published at Winter Conference on Applications of Computer Vision (WACV)

(40/85) Beyond trivial counterfactual explanations with diverse valuable explanations

Authors: Rodr{\'\i}guez, Pau and Caccia, Massimo and Lacoste, Alexandre and Zamparo, Lee and Laradji, Issam and Charlin, Laurent and Vazquez, David

Year: 2021

Published at International Conference on Computer Vision (ICCV)

(41/85) A deep learning localization method for measuring abdominal muscle dimensions in ultrasound images

Authors: Saleh, Alzayat and Laradji, Issam H and Lammie, Corey and Vazquez, David and Flavell, Carol A and Azghadi, Mostafa Rahimi

Year: 2021

Published at Journal of Biomedical and Health Informatics (JBHI)

(42/85) Method of and system for generating training images for instance segmentation machine learning algorithm

Authors: Laradji, Issam Hadj and BERMUDEZ, David VAZQUEZ

Year: 2021

Published at US Patent 11,151,417

(43/85) SSR: Semi-supervised Soft Rasterizer for single-view 2D to 3D Reconstruction

Authors: Laradji, Issam and Rodr{\'\i}guez, Pau and Vazquez, David and Nowrouzezahrai, Derek

Year: 2021

Published at International Conference on Computer Vision (ICCV) Workshop

(44/85) Weakly supervised underwater fish segmentation using affinity LCFCN

Authors: Laradji, Issam H and Saleh, Alzayat and Rodriguez, Pau and Nowrouzezahrai, Derek and Azghadi, Mostafa Rahimi and Vazquez, David

Year: 2021

Published at Nature Scientific Reports

(45/85) On Stochastic Mirror Descent: Convergence Analysis and Adaptive Variants

Authors: D’Orazio, Ryan and Loizou, Nicolas and Laradji, Issam and Mitliagkas, Ioannis

Year: 2021

Published at International Conference of Machine Learning (ICML) Workshop

(46/85) Stochastic mirror descent: Convergence analysis and adaptive variants via the mirror stochastic polyak stepsize

Authors: D'Orazio, Ryan and Loizou, Nicolas and Laradji, Issam and Mitliagkas, Ioannis

Year: 2021

Published at arXiv

(47/85) M-ADDA: Unsupervised domain adaptation with deep metric learning

Authors: Laradji, Issam H and Babanezhad, Reza

Year: 2020

Published at Domain Adaptation for Visual Understanding (ICML Workshop)

(48/85) Fast and furious convergence: Stochastic second order methods under interpolation

Authors: Meng, Si Yi and Vaswani, Sharan and Laradji, Issam Hadj and Schmidt, Mark and Lacoste-Julien, Simon

Year: 2020

Published at Artificial Intelligence and Statistics (AISTATS)

(49/85) Counting objects in images based on approximate locations

Authors: Laradji, Issam Hadj and Rostamzadeh, Negar and PINHEIRO, Pedro Henrique OLIVEIRA and BERMUDEZ, David MARIA VAZQUEZ and SCHMIDT, Mark William

Year: 2020

Published at US Patent 10,853,943

(50/85) Embedding propagation: Smoother manifold for few-shot classification

Authors: Rodr{\'\i}guez, Pau and Laradji, Issam and Drouin, Alexandre and Lacoste, Alexandre

Year: 2020

Published at European Conference on Computer Vision (ECCV)

(51/85) Online fast adaptation and knowledge accumulation: a new approach to continual learning

Authors: Caccia, Massimo and Rodriguez, Pau and Ostapenko, Oleksiy and Normandin, Fabrice and Lin, Min and Caccia, Lucas and Laradji, Issam and Rish, Irina and Lacoste, Alexandre and Vazquez, David and others

Year: 2020

Published at Neural Information Processing System (NeurIPS)

(52/85) Where are the objects?: weakly supervised methods for counting, localization and segmentation

Authors: Laradji, Issam

Year: 2020

Published at arXiv

(53/85) Adaptive Gradient Methods Converge Faster with Over-Parameterization (and you can do a line-search)

Authors: Vaswani, Sharan and Laradji, Issam and Kunstner, Frederik and Meng, Si Yi and Schmidt, Mark and Lacoste-Julien, Simon

Year: 2020

Published at arXiv

(54/85) Segmentation of pulmonary opacification in chest ct scans of covid-19 patients

Authors: Lensink, Keegan and Laradji, Issam and Law, Marco and Barbano, Paolo Emilio and Nicolaou, Savvas and Parker, William and Haber, Eldad

Year: 2020

Published at arXiv

(55/85) Looc: Localize overlapping objects with count supervision

Authors: Laradji, Issam H and Pardinas, Rafael and Rodriguez, Pau and Vazquez, David

Year: 2020

Published at International Conference on Image Processing (ICIP)

(56/85) A weakly supervised region-based active learning method for COVID-19 segmentation in CT images

Authors: Laradji, Issam and Rodriguez, Pau and Branchaud-Charron, Frederic and Lensink, Keegan and Atighehchian, Parmida and Parker, William and Vazquez, David and Nowrouzezahrai, Derek

Year: 2020

Published at arXiv

(57/85) A realistic fish-habitat dataset to evaluate algorithms for underwater visual analysis

Authors: Saleh, Alzayat and Laradji, Issam H and Konovalov, Dmitry A and Bradley, Michael and Vazquez, David and Sheaves, Marcus

Year: 2020

Published at Nature Scientific Reports

(58/85) Synbols: Probing learning algorithms with synthetic datasets

Authors: Lacoste, Alexandre and Rodr{\'\i}guez L{\'o}pez, Pau and Branchaud-Charron, Fr{\'e}d{\'e}ric and Atighehchian, Parmida and Caccia, Massimo and Laradji, Issam Hadj and Drouin, Alexandre and Craddock, Matthew and Charlin, Laurent and V{\'a}zquez, David

Year: 2020

Published at Neural Information Processing Systems (NeurIPS)

(59/85) Proposal-based instance segmentation with point supervision

Authors: Laradji, Issam H and Rostamzadeh, Negar and Pinheiro, Pedro O and Vazquez, David and Schmidt, Mark

Year: 2020

Published at International Conference on Image Processing (ICIP)

(60/85) Affinity lcfcn: Learning to segment fish with weak supervision

Authors: Laradji, Issam and Saleh, Alzayat and Rodriguez, Pau and Nowrouzezahrai, Derek and Azghadi, Mostafa Rahimi and Vazquez, David

Year: 2020

Published at arXiv

(61/85) Counting cows: Tracking illegal cattle ranching from high-resolution satellite imagery

Authors: Laradji, Issam and Rodriguez, Pau and Kalaitzis, Freddie and Vazquez, David and Young, Ross and Davey, Ed and Lacoste, Alexandre

Year: 2020

Published at arXiv

(62/85) Efficient deep Gaussian process models for variable-sized inputs

Authors: Laradji, Issam H and Schmidt, Mark and Pavlovic, Vladimir and Kim, Minyoung

Year: 2019

Published at International Joint Conference on Neural Networks (IJCNN)

(63/85) Painless stochastic gradient: Interpolation, line-search, and convergence rates

Authors: Vaswani, Sharan and Mishkin, Aaron and Laradji, Issam and Schmidt, Mark and Gidel, Gauthier and Lacoste-Julien, Simon

Year: 2019

Published at Neural Information Processing Systems (NeurIPS)

(64/85) Where are the masks: Instance segmentation with image-level supervision

Authors: Laradji, Issam H and Vazquez, David and Schmidt, Mark

Year: 2019

Published at British Machine Vision Conference (BMVC)

(65/85) Class-based styling: Real-time localized style transfer with semantic segmentation

Authors: Kurzman, Lironne and Vazquez, David and Laradji, Issam

Year: 2019

Published at International Conference on Computer Vision (ICCV) Workshop

(66/85) Where are the blobs: Counting by localization with point supervision

Authors: Laradji, Issam H and Rostamzadeh, Negar and Pinheiro, Pedro O and Vazquez, David and Schmidt, Mark

Year: 2018

Published at Proceedings of the European Conference on Computer Vision (ECCV)

(67/85) Masaga: a linearly-convergent stochastic first-order method for optimization on manifolds

Authors: Babanezhad, Reza and Laradji, Issam H and Shafaei, Alireza and Schmidt, Mark

Year: 2018

Published at Joint European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD)

(68/85) Non-convex optimization

Authors: Laradji, Issam

Year: 2017

Published at arXiv

(69/85) Convergence rates for greedy Kaczmarz algorithms

Authors: Nutini, Julie and Sepehry, Behrooz and Virani, Alim and Laradji, Issam and Schmidt, Mark and Koepke, Hoyt

Year: 2016

Published at Uncertainty in Artificial Intelligence (UAI)

(70/85) Software defect prediction using ensemble learning on selected features

Authors: Laradji, Issam H and Alshayeb, Mohammad and Ghouti, Lahouari

Year: 2015

Published at Information and Software Technology (IST)

(71/85) Coordinate descent converges faster with the gauss-southwell rule than random selection

Authors: Nutini, Julie and Schmidt, Mark and Laradji, Issam and Friedlander, Michael and Koepke, Hoyt

Year: 2015

Published at International Conference on Machine Learning (ICML)

(72/85) Sparse Single-Hidden Layer Feedforward Network for Mapping Natural Language Questions to SQL Queries

Authors: Laradji, Issam H and Ghouti, Lahouari and Saleh, Faisal and AlTurki, Musab A

Year: 2014

Published at International Conference on Artificial Neural Networks (ICANN)

(73/85) XML classification using ensemble learning on extracted features

Authors: Laradji, Issam H and Salahadin, Mohammed and Ghouti, Lahouari

Year: 2014

Published at ACM Southeast Regional Conference

(74/85) Robust Feature Extraction Algorithm for Sarcasm Detection in Debates

Authors: Norton, Olivia and Laradji, Issam H

Year: 2014

Published at International Conference on Data Mining (ICDM)

(75/85) New Algorithms for Deep Learning Machines

Authors: Laradji, Issam Hadj

Year: 2014

Published at arXiv

(76/85) Software defect prediction using ensemble learning on selected

Authors: Laradji, Issam H and Alshayeb, Mohammad and Ghouti, Lahouari

Year: 2014

Published at arXiv

(77/85) Perceptual hashing of color images using hypercomplex representations

Authors: Laradji, Issam H and Ghouti, Lahouari and Khiari, El-Hebri

Year: 2013

Published at International Conference on Image Processing (ICIP)

(78/85) Graphical Newton for Huge-Block Coordinate Descent on Sparse Graphs

Authors: Laradji, Issam and Nutini, Julie and Schmidt, Mark

Year: Unknown Year

Published at ICML Workshop

(79/85) Supplementary Material Beyond Trivial Counterfactual Explanations with Diverse Valuable Explanations

Authors: Rodr{\i}guez, Pau and Caccia, Massimo and Lacoste, Alexandre and Zamparo, Lee and Laradji, Issam and Charlin, Laurent and Vazquez, David

Year: Unknown Year

Published at arXiv

(80/85) Neural Point Light Fields Supplementary Material

Authors: Ost, Julian and Laradji, Issam and Newell, Alejandro and Bahat, Yuval and Heide, Felix

Year: Unknown Year

Published at arXiv

(81/85) Constraining Low-level Representations to Define Effective Confidence Scores

Authors: Monteiro, Joao and Rodriguez, Pau and Noel, Pierre-Andre and Laradji, Issam H and Vazquez, David

Year: Unknown Year

Published at NeurIPS ML Safety Workshop

(82/85) Countering Language Drift with KL Regularization

Authors: Noukhovitch, Michael and Lavoie, Samuel and Laradji, Issam H and Kiela, Douwe and Strub, Florian and Courville, Aaron

Year: Unknown Year

Published at arXiv

(83/85) Evaluating Counterfactual Explainers

Authors: Velazquez, Diego and Rodriguez, Pau and Lacoste, Alexandre and Laradji, Issam H and Roca, Xavier and Gonz{\`a}lez, Jordi

Year: Unknown Year

Published at arXiv

(84/85) Surrogate Minimization: An Optimization Algorithm for Training Large Neural Networks with Model Parallelism

Authors: Asad, Reza and Harikandeh, Reza Babanezhad and Laradji, Issam H and Le Roux, Nicolas and Vaswani, Sharan

Year: Unknown Year

Published at OPT 2023: Optimization for Machine Learning

(85/85) Plan-based Prompting Improves Literature Review Generation

Authors: Agarwal, Shubham and Laradji, Issam H and Charlin, Laurent and Pal, Christopher

Year: Unknown Year

Published at arXiv

Research Tool 1

A brief description of Research Tool 1.

Research Tool 2

A brief description of Research Tool 2.

(1/85) Method and system for meaningful counterfactual explanations

Authors: LOPEZ, Pau RODRIGUEZ and Caccia, Massimo and Zamparo, Lee and Laradji, Issam and Lacoste, Alexandre and BERMUDEZ, David VAZQUEZ

Year: 2024

Published at US Patent 11,961,287

(2/85) LitLLM: A Toolkit for Scientific Literature Review

Authors: Agarwal, Shubham and Laradji, Issam H and Charlin, Laurent and Pal, Christopher

Year: 2024

Published at arXiv

(3/85) IntentGPT: Few-Shot Intent Discovery with Large Language Models

Authors: Rodriguez, Juan A and Botzer, Nicholas and Vazquez, David and Pal, Christopher and Pedersoli, Marco and Laradji, Issam H

Year: 2024

Published at arXiv

(4/85) WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?

Authors: Drouin, Alexandre and Gasse, Maxime and Caccia, Massimo and Laradji, Issam H and Del Verme, Manuel and Marty, Tom and Boisvert, L{\'e}o and Thakkar, Megh and Cappart, Quentin and Vazquez, David and others

Year: 2024

Published at ICML

(5/85) BlockLLM: Memory-Efficient Adaptation of LLMs by Selecting and Optimizing the Right Coordinate Blocks

Authors: Ramesh, Amrutha Varshini and Ganapathiraman, Vignesh and Laradji, Issam H and Schmidt, Mark

Year: 2024

Published at arXiv

(6/85) InsightBench: Evaluating Business Analytics Agents Through Multi-Step Insight Generation

Authors: Sahu, Gaurav and Puri, Abhay and Rodriguez, Juan and Drouin, Alexandre and Taslakian, Perouz and Zantedeschi, Valentina and Lacoste, Alexandre and Vazquez, David and Chapados, Nicolas and Pal, Christopher and others

Year: 2024

Published at arXiv

(7/85) MixSumm: Topic-based Data Augmentation using LLMs for Low-resource Extractive Text Summarization

Authors: Sahu, Gaurav and Laradji, Issam H

Year: 2024

Published at arXiv

(8/85) Long-Context Language Decision Transformers and Exponential Tilt for Interactive Text Environments.

Authors: Gontier, Nicolas and Rodr{\'\i}guez, Pau and Laradji, Issam H and V{\'a}zquez, David and Pal, Christopher

Year: 2023

Published at CoRR

(9/85) Workflow discovery from dialogues in the low data regime

Authors: Laradji, Issam H and Raimondo, Stefania and Vazquez, David and Rodriguez, Pau and Pal, Christopher and others

Year: 2023

Published at Transactions on Machine Learning Research

(10/85) Method and system for localization with supervision

Authors: Laradji, Issam Hadj and BERMUDEZ, David VAZQUEZ and LOPEZ, Pau RODRIGUEZ and Pardinas, Rafael

Year: 2023

Published at US Patent App. 17/759,785

(11/85) Explaining Visual Counterfactual Explainers

Authors: Velazquez, Diego and Rodriguez, Pau and Lacoste, Alexandre and Laradji, Issam H and Roca, Xavier and Gonz{\`a}lez, Jordi

Year: 2023

Published at Transactions on Machine Learning Research

(12/85) FigGen: Text to Scientific Figure Generation

Authors: Rodriguez, Juan A and Vazquez, David and Laradji, Issam and Pedersoli, Marco and Rodriguez, Pau

Year: 2023

Published at ICLR TinyPapers

(13/85) Affinity Learning With Blind-Spot Self-Supervision for Image Denoising

Authors: Zhou, Yuhongze and Zhou, Liguang and Laradji, Issam Hadj and Lam, Tin Lun and Xu, Yangsheng

Year: 2023

Published at ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

(14/85) Automatic Data Augmentation Learning using Bilevel Optimization for Histopathological Images

Authors: Mounsaveng, Saypraseuth and Laradji, Issam and V{\'a}zquez, David and Perdersoli, Marco and Ayed, Ismail Ben

Year: 2023

Published at arXiv

(15/85) TK-KNN: A Balanced Distance-Based Pseudo Labeling Approach for Semi-Supervised Intent Classification

Authors: Botzer, Nicholas and Vasquez, David and Weninger, Tim and Laradji, Issam

Year: 2023

Published at EMNLP Findings

(16/85) Promptmix: A class boundary augmentation method for large language model distillation

Authors: Sahu, Gaurav and Vechtomova, Olga and Bahdanau, Dzmitry and Laradji, Issam H

Year: 2023

Published at EMNLP

(17/85) The Unsolved Challenges of LLMs as Generalist Web Agents: A Case Study

Authors: Assouel, Rim and Marty, Tom and Caccia, Massimo and Laradji, Issam H and Drouin, Alexandre and Rajeswar, Sai and Palacios, Hector and Cappart, Quentin and Vazquez, David and Chapados, Nicolas and others

Year: 2023

Published at NeurIPS 2023 Foundation Models for Decision Making Workshop

(18/85) Capture the Flag: Uncovering Data Insights with Large Language Models

Authors: Laradji, Issam and Taslakian, Perouz and Rajeswar, Sai and Zantedeschi, Valentina and Lacoste, Alexandre and Chapados, Nicolas and Vazquez, David and Pal, Christopher and Drouin, Alexandre

Year: 2023

Published at NeurIPS FMDM

(19/85) Can AI Read the Minds of Corporate Executives?

Authors: Chapados, Nicolas and Fan, Zhenzhen and Goyenko, Ruslan and Laradji, Issam Hadj and Liu, Fred and Zhang, Chengyu

Year: 2023

Published at Available at SSRN

(20/85) Enchancing semi-supervised learning for extractive summarization with an llm-based pseudolabeler

Authors: Sahu, Gaurav and Vechtomova, Olga and Laradji, Issam H

Year: 2023

Published at arXiv

(21/85) LLM aided semi-supervision for Extractive Dialog Summarization

Authors: Mishra, Nishant and Sahu, Gaurav and Calixto, Iacer and Abu-Hanna, Ameen and Laradji, Issam H

Year: 2023

Published at EMNLP Findings

(22/85) Machine learning prediction of workflow steps

Authors: El Hattami, Amine and Pal, Christopher Joseph and Berm{\'u}dez, David Mar{\'\i}a V{\'a}zquez and Laradji, Issam Hadj and Raimondo, Stefania Evelina

Year: 2023

Published at US Patent App. 17/751,464

(23/85) Starvector: Generating scalable vector graphics code from images

Authors: Rodriguez, Juan A and Agarwal, Shubham and Laradji, Issam H and Rodriguez, Pau and Vazquez, David and Pal, Christopher and Pedersoli, Marco

Year: 2023

Published at arXiv

(24/85) Language Decision Transformers with Exponential Tilt for Interactive Text Environments

Authors: Gontier, Nicolas and Rodriguez, Pau and Laradji, Issam and Vazquez, David and Pal, Christopher

Year: 2023

Published at arXiv

(25/85) Cvpr 2020 continual learning in computer vision competition: Approaches, results, current challenges and future directions

Authors: Lomonaco, Vincenzo and Pellegrini, Lorenzo and Rodriguez, Pau and Caccia, Massimo and She, Qi and Chen, Yu and Jodelet, Quentin and Wang, Ruiping and Mai, Zheda and Vazquez, David and others

Year: 2022

Published at Artificial Intelligence (AI)

(26/85) A survey of self-supervised and few-shot object detection

Authors: Huang, Gabriel and Laradji, Issam and V{\'a}zquez, David and Lacoste-Julien, Simon and Rodriguez, Pau

Year: 2022

Published at Transactions on Pattern Analysis and Machine Intelligence (PAMI)

(27/85) Neural point light fields

Authors: Ost, Julian and Laradji, Issam and Newell, Alejandro and Bahat, Yuval and Heide, Felix

Year: 2022

Published at Conference on Computer Vision and Pattern Recognition (CVPR)

(28/85) Kubric: A scalable dataset generator

Authors: Greff, Klaus and Belletti, Francois and Beyer, Lucas and Doersch, Carl and Du, Yilun and Duckworth, Daniel and Fleet, David J and Gnanapragasam, Dan and Golemo, Florian and Herrmann, Charles and others

Year: 2022

Published at Computer Vision and Pattern Recognition (CVPR)

(29/85) A Soft Labeling Approach to Develop Automated Algorithms that Incorporate Uncertainty in Pulmonary Opacification on Chest CT using COVID-19 Pneumonia

Authors: Lensink, Keegan and Lo, Fu Jorden and Eddy, Rachel L and Law, Marco and Laradji, Issam and Haber, Eldad and Nicolaou, Savvas and Murphy, Darra and Parker, William A

Year: 2022

Published at Academic Radiology (AR)

(30/85) Challenges in leveraging GANs for few-shot data augmentation

Authors: Beckham, Christopher and Laradji, Issam and Rodriguez, Pau and Vazquez, David and Nowrouzezahrai, Derek and Pal, Christopher

Year: 2022

Published at CoLLAs 2022

(31/85) Data Augmentation for Intent Classification with Off-the-shelf Large Language Models

Authors: Sahu, Gaurav and Rodriguez, Pau and Laradji, Issam H and Atighehchian, Parmida and Vazquez, David and Bahdanau, Dzmitry

Year: 2022

Published at NLP4ConvAI 2022

(32/85) Workflow Discovery from Dialogues in the Low Data Regime

Authors: Hattami, Amine El and Laradji, Issam and Raimondo, Stefania and Vazquez, David and Rodriguez, Pau and Pal, Chris

Year: 2022

Published at TMLR

(33/85) Let's Make Block Coordinate Descent Converge Faster: Faster Greedy Rules, Message-Passing, Active-Set Complexity, and Superlinear Convergence

Authors: Nutini, Julie and Laradji, Issam and Schmidt, Mark

Year: 2022

Published at Journal of Machine Learning Research (JMLR)

(34/85) Constraining Representations Yields Models That Know What They Don't Know

Authors: Monteiro, Joao and Rodriguez, Pau and Noel, Pierre-Andre and Laradji, Issam and Vazquez, David

Year: 2022

Published at ICLR 2023

(35/85) OCR-VQGAN: Taming Text-within-Image Generation

Authors: Rodriguez, Juan A and Vazquez, David and Laradji, Issam and Pedersoli, Marco and Rodriguez, Pau

Year: 2022

Published at WACV 2023

(36/85) Overcoming challenges in leveraging GANs for few-shot data augmentation

Authors: Beckham, Christopher and Laradji, Issam and Rodriguez, Pau and Vazquez, David and Nowrouzezahrai, Derek and Pal, Christopher

Year: 2022

Published at arXiv

(37/85) Stochastic polyak step-size for sgd: An adaptive learning rate for fast convergence

Authors: Loizou, Nicolas and Vaswani, Sharan and Laradji, Issam Hadj and Lacoste-Julien, Simon

Year: 2021

Published at Artificial Intelligence and Statistics (AISTATS)

(38/85) Learning data augmentation with online bilevel optimization for image classification

Authors: Mounsaveng, Saypraseuth and Laradji, Issam and Ben Ayed, Ismail and Vazquez, David and Pedersoli, Marco

Year: 2021

Published at Winter Conference on Applications of Computer Vision (WACV)

(39/85) A weakly supervised consistency-based learning method for covid-19 segmentation in ct images

Authors: Laradji, Issam and Rodriguez, Pau and Manas, Oscar and Lensink, Keegan and Law, Marco and Kurzman, Lironne and Parker, William and Vazquez, David and Nowrouzezahrai, Derek

Year: 2021

Published at Winter Conference on Applications of Computer Vision (WACV)

(40/85) Beyond trivial counterfactual explanations with diverse valuable explanations

Authors: Rodr{\'\i}guez, Pau and Caccia, Massimo and Lacoste, Alexandre and Zamparo, Lee and Laradji, Issam and Charlin, Laurent and Vazquez, David

Year: 2021

Published at International Conference on Computer Vision (ICCV)

(41/85) A deep learning localization method for measuring abdominal muscle dimensions in ultrasound images

Authors: Saleh, Alzayat and Laradji, Issam H and Lammie, Corey and Vazquez, David and Flavell, Carol A and Azghadi, Mostafa Rahimi

Year: 2021

Published at Journal of Biomedical and Health Informatics (JBHI)

(42/85) Method of and system for generating training images for instance segmentation machine learning algorithm

Authors: Laradji, Issam Hadj and BERMUDEZ, David VAZQUEZ

Year: 2021

Published at US Patent 11,151,417

(43/85) SSR: Semi-supervised Soft Rasterizer for single-view 2D to 3D Reconstruction

Authors: Laradji, Issam and Rodr{\'\i}guez, Pau and Vazquez, David and Nowrouzezahrai, Derek

Year: 2021

Published at International Conference on Computer Vision (ICCV) Workshop

(44/85) Weakly supervised underwater fish segmentation using affinity LCFCN

Authors: Laradji, Issam H and Saleh, Alzayat and Rodriguez, Pau and Nowrouzezahrai, Derek and Azghadi, Mostafa Rahimi and Vazquez, David

Year: 2021

Published at Nature Scientific Reports

(45/85) On Stochastic Mirror Descent: Convergence Analysis and Adaptive Variants

Authors: D’Orazio, Ryan and Loizou, Nicolas and Laradji, Issam and Mitliagkas, Ioannis

Year: 2021

Published at International Conference of Machine Learning (ICML) Workshop

(46/85) Stochastic mirror descent: Convergence analysis and adaptive variants via the mirror stochastic polyak stepsize

Authors: D'Orazio, Ryan and Loizou, Nicolas and Laradji, Issam and Mitliagkas, Ioannis

Year: 2021

Published at arXiv

(47/85) M-ADDA: Unsupervised domain adaptation with deep metric learning

Authors: Laradji, Issam H and Babanezhad, Reza

Year: 2020

Published at Domain Adaptation for Visual Understanding (ICML Workshop)

(48/85) Fast and furious convergence: Stochastic second order methods under interpolation

Authors: Meng, Si Yi and Vaswani, Sharan and Laradji, Issam Hadj and Schmidt, Mark and Lacoste-Julien, Simon

Year: 2020

Published at Artificial Intelligence and Statistics (AISTATS)

(49/85) Counting objects in images based on approximate locations

Authors: Laradji, Issam Hadj and Rostamzadeh, Negar and PINHEIRO, Pedro Henrique OLIVEIRA and BERMUDEZ, David MARIA VAZQUEZ and SCHMIDT, Mark William

Year: 2020

Published at US Patent 10,853,943

(50/85) Embedding propagation: Smoother manifold for few-shot classification

Authors: Rodr{\'\i}guez, Pau and Laradji, Issam and Drouin, Alexandre and Lacoste, Alexandre

Year: 2020

Published at European Conference on Computer Vision (ECCV)

(51/85) Online fast adaptation and knowledge accumulation: a new approach to continual learning

Authors: Caccia, Massimo and Rodriguez, Pau and Ostapenko, Oleksiy and Normandin, Fabrice and Lin, Min and Caccia, Lucas and Laradji, Issam and Rish, Irina and Lacoste, Alexandre and Vazquez, David and others

Year: 2020

Published at Neural Information Processing System (NeurIPS)

(52/85) Where are the objects?: weakly supervised methods for counting, localization and segmentation

Authors: Laradji, Issam

Year: 2020

Published at arXiv

(53/85) Adaptive Gradient Methods Converge Faster with Over-Parameterization (and you can do a line-search)

Authors: Vaswani, Sharan and Laradji, Issam and Kunstner, Frederik and Meng, Si Yi and Schmidt, Mark and Lacoste-Julien, Simon

Year: 2020

Published at arXiv

(54/85) Segmentation of pulmonary opacification in chest ct scans of covid-19 patients

Authors: Lensink, Keegan and Laradji, Issam and Law, Marco and Barbano, Paolo Emilio and Nicolaou, Savvas and Parker, William and Haber, Eldad

Year: 2020

Published at arXiv

(55/85) Looc: Localize overlapping objects with count supervision

Authors: Laradji, Issam H and Pardinas, Rafael and Rodriguez, Pau and Vazquez, David

Year: 2020

Published at International Conference on Image Processing (ICIP)

(56/85) A weakly supervised region-based active learning method for COVID-19 segmentation in CT images

Authors: Laradji, Issam and Rodriguez, Pau and Branchaud-Charron, Frederic and Lensink, Keegan and Atighehchian, Parmida and Parker, William and Vazquez, David and Nowrouzezahrai, Derek

Year: 2020

Published at arXiv

(57/85) A realistic fish-habitat dataset to evaluate algorithms for underwater visual analysis

Authors: Saleh, Alzayat and Laradji, Issam H and Konovalov, Dmitry A and Bradley, Michael and Vazquez, David and Sheaves, Marcus

Year: 2020

Published at Nature Scientific Reports

(58/85) Synbols: Probing learning algorithms with synthetic datasets

Authors: Lacoste, Alexandre and Rodr{\'\i}guez L{\'o}pez, Pau and Branchaud-Charron, Fr{\'e}d{\'e}ric and Atighehchian, Parmida and Caccia, Massimo and Laradji, Issam Hadj and Drouin, Alexandre and Craddock, Matthew and Charlin, Laurent and V{\'a}zquez, David

Year: 2020

Published at Neural Information Processing Systems (NeurIPS)

(59/85) Proposal-based instance segmentation with point supervision

Authors: Laradji, Issam H and Rostamzadeh, Negar and Pinheiro, Pedro O and Vazquez, David and Schmidt, Mark

Year: 2020

Published at International Conference on Image Processing (ICIP)

(60/85) Affinity lcfcn: Learning to segment fish with weak supervision

Authors: Laradji, Issam and Saleh, Alzayat and Rodriguez, Pau and Nowrouzezahrai, Derek and Azghadi, Mostafa Rahimi and Vazquez, David

Year: 2020

Published at arXiv

(61/85) Counting cows: Tracking illegal cattle ranching from high-resolution satellite imagery

Authors: Laradji, Issam and Rodriguez, Pau and Kalaitzis, Freddie and Vazquez, David and Young, Ross and Davey, Ed and Lacoste, Alexandre

Year: 2020

Published at arXiv

(62/85) Efficient deep Gaussian process models for variable-sized inputs

Authors: Laradji, Issam H and Schmidt, Mark and Pavlovic, Vladimir and Kim, Minyoung

Year: 2019

Published at International Joint Conference on Neural Networks (IJCNN)

(63/85) Painless stochastic gradient: Interpolation, line-search, and convergence rates

Authors: Vaswani, Sharan and Mishkin, Aaron and Laradji, Issam and Schmidt, Mark and Gidel, Gauthier and Lacoste-Julien, Simon

Year: 2019

Published at Neural Information Processing Systems (NeurIPS)

(64/85) Where are the masks: Instance segmentation with image-level supervision

Authors: Laradji, Issam H and Vazquez, David and Schmidt, Mark

Year: 2019

Published at British Machine Vision Conference (BMVC)

(65/85) Class-based styling: Real-time localized style transfer with semantic segmentation

Authors: Kurzman, Lironne and Vazquez, David and Laradji, Issam

Year: 2019

Published at International Conference on Computer Vision (ICCV) Workshop

(66/85) Where are the blobs: Counting by localization with point supervision

Authors: Laradji, Issam H and Rostamzadeh, Negar and Pinheiro, Pedro O and Vazquez, David and Schmidt, Mark

Year: 2018

Published at Proceedings of the European Conference on Computer Vision (ECCV)

(67/85) Masaga: a linearly-convergent stochastic first-order method for optimization on manifolds

Authors: Babanezhad, Reza and Laradji, Issam H and Shafaei, Alireza and Schmidt, Mark

Year: 2018

Published at Joint European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD)

(68/85) Non-convex optimization

Authors: Laradji, Issam

Year: 2017

Published at arXiv

(69/85) Convergence rates for greedy Kaczmarz algorithms

Authors: Nutini, Julie and Sepehry, Behrooz and Virani, Alim and Laradji, Issam and Schmidt, Mark and Koepke, Hoyt

Year: 2016

Published at Uncertainty in Artificial Intelligence (UAI)

(70/85) Software defect prediction using ensemble learning on selected features

Authors: Laradji, Issam H and Alshayeb, Mohammad and Ghouti, Lahouari

Year: 2015

Published at Information and Software Technology (IST)

(71/85) Coordinate descent converges faster with the gauss-southwell rule than random selection

Authors: Nutini, Julie and Schmidt, Mark and Laradji, Issam and Friedlander, Michael and Koepke, Hoyt

Year: 2015

Published at International Conference on Machine Learning (ICML)

(72/85) Sparse Single-Hidden Layer Feedforward Network for Mapping Natural Language Questions to SQL Queries

Authors: Laradji, Issam H and Ghouti, Lahouari and Saleh, Faisal and AlTurki, Musab A

Year: 2014

Published at International Conference on Artificial Neural Networks (ICANN)

(73/85) XML classification using ensemble learning on extracted features

Authors: Laradji, Issam H and Salahadin, Mohammed and Ghouti, Lahouari

Year: 2014

Published at ACM Southeast Regional Conference

(74/85) Robust Feature Extraction Algorithm for Sarcasm Detection in Debates

Authors: Norton, Olivia and Laradji, Issam H

Year: 2014

Published at International Conference on Data Mining (ICDM)

(75/85) New Algorithms for Deep Learning Machines

Authors: Laradji, Issam Hadj

Year: 2014

Published at arXiv

(76/85) Software defect prediction using ensemble learning on selected

Authors: Laradji, Issam H and Alshayeb, Mohammad and Ghouti, Lahouari

Year: 2014

Published at arXiv

(77/85) Perceptual hashing of color images using hypercomplex representations

Authors: Laradji, Issam H and Ghouti, Lahouari and Khiari, El-Hebri

Year: 2013

Published at International Conference on Image Processing (ICIP)

(78/85) Graphical Newton for Huge-Block Coordinate Descent on Sparse Graphs

Authors: Laradji, Issam and Nutini, Julie and Schmidt, Mark

Year: Unknown Year

Published at ICML Workshop

(79/85) Supplementary Material Beyond Trivial Counterfactual Explanations with Diverse Valuable Explanations

Authors: Rodr{\i}guez, Pau and Caccia, Massimo and Lacoste, Alexandre and Zamparo, Lee and Laradji, Issam and Charlin, Laurent and Vazquez, David

Year: Unknown Year

Published at arXiv

(80/85) Neural Point Light Fields Supplementary Material

Authors: Ost, Julian and Laradji, Issam and Newell, Alejandro and Bahat, Yuval and Heide, Felix

Year: Unknown Year

Published at arXiv

(81/85) Constraining Low-level Representations to Define Effective Confidence Scores

Authors: Monteiro, Joao and Rodriguez, Pau and Noel, Pierre-Andre and Laradji, Issam H and Vazquez, David

Year: Unknown Year

Published at NeurIPS ML Safety Workshop

(82/85) Countering Language Drift with KL Regularization

Authors: Noukhovitch, Michael and Lavoie, Samuel and Laradji, Issam H and Kiela, Douwe and Strub, Florian and Courville, Aaron

Year: Unknown Year

Published at arXiv

(83/85) Evaluating Counterfactual Explainers

Authors: Velazquez, Diego and Rodriguez, Pau and Lacoste, Alexandre and Laradji, Issam H and Roca, Xavier and Gonz{\`a}lez, Jordi

Year: Unknown Year

Published at arXiv

(84/85) Surrogate Minimization: An Optimization Algorithm for Training Large Neural Networks with Model Parallelism

Authors: Asad, Reza and Harikandeh, Reza Babanezhad and Laradji, Issam H and Le Roux, Nicolas and Vaswani, Sharan

Year: Unknown Year

Published at OPT 2023: Optimization for Machine Learning

(85/85) Plan-based Prompting Improves Literature Review Generation

Authors: Agarwal, Shubham and Laradji, Issam H and Charlin, Laurent and Pal, Christopher

Year: Unknown Year

Published at arXiv

(1/85) Method and system for meaningful counterfactual explanations

Authors: LOPEZ, Pau RODRIGUEZ and Caccia, Massimo and Zamparo, Lee and Laradji, Issam and Lacoste, Alexandre and BERMUDEZ, David VAZQUEZ

Year: 2024

Published at US Patent 11,961,287

(2/85) LitLLM: A Toolkit for Scientific Literature Review

Authors: Agarwal, Shubham and Laradji, Issam H and Charlin, Laurent and Pal, Christopher

Year: 2024

Published at arXiv

(3/85) IntentGPT: Few-Shot Intent Discovery with Large Language Models

Authors: Rodriguez, Juan A and Botzer, Nicholas and Vazquez, David and Pal, Christopher and Pedersoli, Marco and Laradji, Issam H

Year: 2024

Published at arXiv

(4/85) WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?

Authors: Drouin, Alexandre and Gasse, Maxime and Caccia, Massimo and Laradji, Issam H and Del Verme, Manuel and Marty, Tom and Boisvert, L{\'e}o and Thakkar, Megh and Cappart, Quentin and Vazquez, David and others

Year: 2024

Published at ICML

(5/85) BlockLLM: Memory-Efficient Adaptation of LLMs by Selecting and Optimizing the Right Coordinate Blocks

Authors: Ramesh, Amrutha Varshini and Ganapathiraman, Vignesh and Laradji, Issam H and Schmidt, Mark

Year: 2024

Published at arXiv

(6/85) InsightBench: Evaluating Business Analytics Agents Through Multi-Step Insight Generation

Authors: Sahu, Gaurav and Puri, Abhay and Rodriguez, Juan and Drouin, Alexandre and Taslakian, Perouz and Zantedeschi, Valentina and Lacoste, Alexandre and Vazquez, David and Chapados, Nicolas and Pal, Christopher and others

Year: 2024

Published at arXiv

(7/85) MixSumm: Topic-based Data Augmentation using LLMs for Low-resource Extractive Text Summarization

Authors: Sahu, Gaurav and Laradji, Issam H

Year: 2024

Published at arXiv

(8/85) Long-Context Language Decision Transformers and Exponential Tilt for Interactive Text Environments.

Authors: Gontier, Nicolas and Rodr{\'\i}guez, Pau and Laradji, Issam H and V{\'a}zquez, David and Pal, Christopher

Year: 2023

Published at CoRR

(9/85) Workflow discovery from dialogues in the low data regime

Authors: Laradji, Issam H and Raimondo, Stefania and Vazquez, David and Rodriguez, Pau and Pal, Christopher and others

Year: 2023

Published at Transactions on Machine Learning Research

(10/85) Method and system for localization with supervision

Authors: Laradji, Issam Hadj and BERMUDEZ, David VAZQUEZ and LOPEZ, Pau RODRIGUEZ and Pardinas, Rafael

Year: 2023

Published at US Patent App. 17/759,785

(11/85) Explaining Visual Counterfactual Explainers

Authors: Velazquez, Diego and Rodriguez, Pau and Lacoste, Alexandre and Laradji, Issam H and Roca, Xavier and Gonz{\`a}lez, Jordi

Year: 2023

Published at Transactions on Machine Learning Research

(12/85) FigGen: Text to Scientific Figure Generation

Authors: Rodriguez, Juan A and Vazquez, David and Laradji, Issam and Pedersoli, Marco and Rodriguez, Pau

Year: 2023

Published at ICLR TinyPapers

(13/85) Affinity Learning With Blind-Spot Self-Supervision for Image Denoising

Authors: Zhou, Yuhongze and Zhou, Liguang and Laradji, Issam Hadj and Lam, Tin Lun and Xu, Yangsheng

Year: 2023

Published at ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

(14/85) Automatic Data Augmentation Learning using Bilevel Optimization for Histopathological Images

Authors: Mounsaveng, Saypraseuth and Laradji, Issam and V{\'a}zquez, David and Perdersoli, Marco and Ayed, Ismail Ben

Year: 2023

Published at arXiv

(15/85) TK-KNN: A Balanced Distance-Based Pseudo Labeling Approach for Semi-Supervised Intent Classification

Authors: Botzer, Nicholas and Vasquez, David and Weninger, Tim and Laradji, Issam

Year: 2023

Published at EMNLP Findings

(16/85) Promptmix: A class boundary augmentation method for large language model distillation

Authors: Sahu, Gaurav and Vechtomova, Olga and Bahdanau, Dzmitry and Laradji, Issam H

Year: 2023

Published at EMNLP

(17/85) The Unsolved Challenges of LLMs as Generalist Web Agents: A Case Study

Authors: Assouel, Rim and Marty, Tom and Caccia, Massimo and Laradji, Issam H and Drouin, Alexandre and Rajeswar, Sai and Palacios, Hector and Cappart, Quentin and Vazquez, David and Chapados, Nicolas and others

Year: 2023

Published at NeurIPS 2023 Foundation Models for Decision Making Workshop

(18/85) Capture the Flag: Uncovering Data Insights with Large Language Models

Authors: Laradji, Issam and Taslakian, Perouz and Rajeswar, Sai and Zantedeschi, Valentina and Lacoste, Alexandre and Chapados, Nicolas and Vazquez, David and Pal, Christopher and Drouin, Alexandre

Year: 2023

Published at NeurIPS FMDM

(19/85) Can AI Read the Minds of Corporate Executives?

Authors: Chapados, Nicolas and Fan, Zhenzhen and Goyenko, Ruslan and Laradji, Issam Hadj and Liu, Fred and Zhang, Chengyu

Year: 2023

Published at Available at SSRN

(20/85) Enchancing semi-supervised learning for extractive summarization with an llm-based pseudolabeler

Authors: Sahu, Gaurav and Vechtomova, Olga and Laradji, Issam H

Year: 2023

Published at arXiv

(21/85) LLM aided semi-supervision for Extractive Dialog Summarization

Authors: Mishra, Nishant and Sahu, Gaurav and Calixto, Iacer and Abu-Hanna, Ameen and Laradji, Issam H

Year: 2023

Published at EMNLP Findings

(22/85) Machine learning prediction of workflow steps

Authors: El Hattami, Amine and Pal, Christopher Joseph and Berm{\'u}dez, David Mar{\'\i}a V{\'a}zquez and Laradji, Issam Hadj and Raimondo, Stefania Evelina

Year: 2023

Published at US Patent App. 17/751,464

(23/85) Starvector: Generating scalable vector graphics code from images

Authors: Rodriguez, Juan A and Agarwal, Shubham and Laradji, Issam H and Rodriguez, Pau and Vazquez, David and Pal, Christopher and Pedersoli, Marco

Year: 2023

Published at arXiv

(24/85) Language Decision Transformers with Exponential Tilt for Interactive Text Environments

Authors: Gontier, Nicolas and Rodriguez, Pau and Laradji, Issam and Vazquez, David and Pal, Christopher

Year: 2023

Published at arXiv

(25/85) Cvpr 2020 continual learning in computer vision competition: Approaches, results, current challenges and future directions

Authors: Lomonaco, Vincenzo and Pellegrini, Lorenzo and Rodriguez, Pau and Caccia, Massimo and She, Qi and Chen, Yu and Jodelet, Quentin and Wang, Ruiping and Mai, Zheda and Vazquez, David and others

Year: 2022

Published at Artificial Intelligence (AI)

(26/85) A survey of self-supervised and few-shot object detection

Authors: Huang, Gabriel and Laradji, Issam and V{\'a}zquez, David and Lacoste-Julien, Simon and Rodriguez, Pau

Year: 2022

Published at Transactions on Pattern Analysis and Machine Intelligence (PAMI)

(27/85) Neural point light fields

Authors: Ost, Julian and Laradji, Issam and Newell, Alejandro and Bahat, Yuval and Heide, Felix

Year: 2022

Published at Conference on Computer Vision and Pattern Recognition (CVPR)

(28/85) Kubric: A scalable dataset generator

Authors: Greff, Klaus and Belletti, Francois and Beyer, Lucas and Doersch, Carl and Du, Yilun and Duckworth, Daniel and Fleet, David J and Gnanapragasam, Dan and Golemo, Florian and Herrmann, Charles and others

Year: 2022

Published at Computer Vision and Pattern Recognition (CVPR)

(29/85) A Soft Labeling Approach to Develop Automated Algorithms that Incorporate Uncertainty in Pulmonary Opacification on Chest CT using COVID-19 Pneumonia

Authors: Lensink, Keegan and Lo, Fu Jorden and Eddy, Rachel L and Law, Marco and Laradji, Issam and Haber, Eldad and Nicolaou, Savvas and Murphy, Darra and Parker, William A

Year: 2022

Published at Academic Radiology (AR)

(30/85) Challenges in leveraging GANs for few-shot data augmentation

Authors: Beckham, Christopher and Laradji, Issam and Rodriguez, Pau and Vazquez, David and Nowrouzezahrai, Derek and Pal, Christopher

Year: 2022

Published at CoLLAs 2022

(31/85) Data Augmentation for Intent Classification with Off-the-shelf Large Language Models

Authors: Sahu, Gaurav and Rodriguez, Pau and Laradji, Issam H and Atighehchian, Parmida and Vazquez, David and Bahdanau, Dzmitry

Year: 2022

Published at NLP4ConvAI 2022

(32/85) Workflow Discovery from Dialogues in the Low Data Regime

Authors: Hattami, Amine El and Laradji, Issam and Raimondo, Stefania and Vazquez, David and Rodriguez, Pau and Pal, Chris

Year: 2022

Published at TMLR

(33/85) Let's Make Block Coordinate Descent Converge Faster: Faster Greedy Rules, Message-Passing, Active-Set Complexity, and Superlinear Convergence

Authors: Nutini, Julie and Laradji, Issam and Schmidt, Mark

Year: 2022

Published at Journal of Machine Learning Research (JMLR)

(34/85) Constraining Representations Yields Models That Know What They Don't Know

Authors: Monteiro, Joao and Rodriguez, Pau and Noel, Pierre-Andre and Laradji, Issam and Vazquez, David

Year: 2022

Published at ICLR 2023

(35/85) OCR-VQGAN: Taming Text-within-Image Generation

Authors: Rodriguez, Juan A and Vazquez, David and Laradji, Issam and Pedersoli, Marco and Rodriguez, Pau

Year: 2022

Published at WACV 2023

(36/85) Overcoming challenges in leveraging GANs for few-shot data augmentation

Authors: Beckham, Christopher and Laradji, Issam and Rodriguez, Pau and Vazquez, David and Nowrouzezahrai, Derek and Pal, Christopher

Year: 2022

Published at arXiv

(37/85) Stochastic polyak step-size for sgd: An adaptive learning rate for fast convergence

Authors: Loizou, Nicolas and Vaswani, Sharan and Laradji, Issam Hadj and Lacoste-Julien, Simon

Year: 2021

Published at Artificial Intelligence and Statistics (AISTATS)

(38/85) Learning data augmentation with online bilevel optimization for image classification

Authors: Mounsaveng, Saypraseuth and Laradji, Issam and Ben Ayed, Ismail and Vazquez, David and Pedersoli, Marco

Year: 2021

Published at Winter Conference on Applications of Computer Vision (WACV)

(39/85) A weakly supervised consistency-based learning method for covid-19 segmentation in ct images

Authors: Laradji, Issam and Rodriguez, Pau and Manas, Oscar and Lensink, Keegan and Law, Marco and Kurzman, Lironne and Parker, William and Vazquez, David and Nowrouzezahrai, Derek

Year: 2021

Published at Winter Conference on Applications of Computer Vision (WACV)

(40/85) Beyond trivial counterfactual explanations with diverse valuable explanations

Authors: Rodr{\'\i}guez, Pau and Caccia, Massimo and Lacoste, Alexandre and Zamparo, Lee and Laradji, Issam and Charlin, Laurent and Vazquez, David

Year: 2021

Published at International Conference on Computer Vision (ICCV)

(41/85) A deep learning localization method for measuring abdominal muscle dimensions in ultrasound images

Authors: Saleh, Alzayat and Laradji, Issam H and Lammie, Corey and Vazquez, David and Flavell, Carol A and Azghadi, Mostafa Rahimi

Year: 2021

Published at Journal of Biomedical and Health Informatics (JBHI)

(42/85) Method of and system for generating training images for instance segmentation machine learning algorithm

Authors: Laradji, Issam Hadj and BERMUDEZ, David VAZQUEZ

Year: 2021

Published at US Patent 11,151,417

(43/85) SSR: Semi-supervised Soft Rasterizer for single-view 2D to 3D Reconstruction

Authors: Laradji, Issam and Rodr{\'\i}guez, Pau and Vazquez, David and Nowrouzezahrai, Derek

Year: 2021

Published at International Conference on Computer Vision (ICCV) Workshop

(44/85) Weakly supervised underwater fish segmentation using affinity LCFCN

Authors: Laradji, Issam H and Saleh, Alzayat and Rodriguez, Pau and Nowrouzezahrai, Derek and Azghadi, Mostafa Rahimi and Vazquez, David

Year: 2021

Published at Nature Scientific Reports

(45/85) On Stochastic Mirror Descent: Convergence Analysis and Adaptive Variants

Authors: D’Orazio, Ryan and Loizou, Nicolas and Laradji, Issam and Mitliagkas, Ioannis

Year: 2021

Published at International Conference of Machine Learning (ICML) Workshop

(46/85) Stochastic mirror descent: Convergence analysis and adaptive variants via the mirror stochastic polyak stepsize

Authors: D'Orazio, Ryan and Loizou, Nicolas and Laradji, Issam and Mitliagkas, Ioannis

Year: 2021

Published at arXiv

(47/85) M-ADDA: Unsupervised domain adaptation with deep metric learning

Authors: Laradji, Issam H and Babanezhad, Reza

Year: 2020

Published at Domain Adaptation for Visual Understanding (ICML Workshop)

(48/85) Fast and furious convergence: Stochastic second order methods under interpolation

Authors: Meng, Si Yi and Vaswani, Sharan and Laradji, Issam Hadj and Schmidt, Mark and Lacoste-Julien, Simon

Year: 2020

Published at Artificial Intelligence and Statistics (AISTATS)

(49/85) Counting objects in images based on approximate locations

Authors: Laradji, Issam Hadj and Rostamzadeh, Negar and PINHEIRO, Pedro Henrique OLIVEIRA and BERMUDEZ, David MARIA VAZQUEZ and SCHMIDT, Mark William

Year: 2020

Published at US Patent 10,853,943

(50/85) Embedding propagation: Smoother manifold for few-shot classification

Authors: Rodr{\'\i}guez, Pau and Laradji, Issam and Drouin, Alexandre and Lacoste, Alexandre

Year: 2020

Published at European Conference on Computer Vision (ECCV)

(51/85) Online fast adaptation and knowledge accumulation: a new approach to continual learning

Authors: Caccia, Massimo and Rodriguez, Pau and Ostapenko, Oleksiy and Normandin, Fabrice and Lin, Min and Caccia, Lucas and Laradji, Issam and Rish, Irina and Lacoste, Alexandre and Vazquez, David and others

Year: 2020

Published at Neural Information Processing System (NeurIPS)

(52/85) Where are the objects?: weakly supervised methods for counting, localization and segmentation

Authors: Laradji, Issam

Year: 2020

Published at arXiv

(53/85) Adaptive Gradient Methods Converge Faster with Over-Parameterization (and you can do a line-search)

Authors: Vaswani, Sharan and Laradji, Issam and Kunstner, Frederik and Meng, Si Yi and Schmidt, Mark and Lacoste-Julien, Simon

Year: 2020

Published at arXiv

(54/85) Segmentation of pulmonary opacification in chest ct scans of covid-19 patients

Authors: Lensink, Keegan and Laradji, Issam and Law, Marco and Barbano, Paolo Emilio and Nicolaou, Savvas and Parker, William and Haber, Eldad

Year: 2020

Published at arXiv

(55/85) Looc: Localize overlapping objects with count supervision

Authors: Laradji, Issam H and Pardinas, Rafael and Rodriguez, Pau and Vazquez, David

Year: 2020

Published at International Conference on Image Processing (ICIP)

(56/85) A weakly supervised region-based active learning method for COVID-19 segmentation in CT images

Authors: Laradji, Issam and Rodriguez, Pau and Branchaud-Charron, Frederic and Lensink, Keegan and Atighehchian, Parmida and Parker, William and Vazquez, David and Nowrouzezahrai, Derek

Year: 2020

Published at arXiv

(57/85) A realistic fish-habitat dataset to evaluate algorithms for underwater visual analysis

Authors: Saleh, Alzayat and Laradji, Issam H and Konovalov, Dmitry A and Bradley, Michael and Vazquez, David and Sheaves, Marcus

Year: 2020

Published at Nature Scientific Reports

(58/85) Synbols: Probing learning algorithms with synthetic datasets

Authors: Lacoste, Alexandre and Rodr{\'\i}guez L{\'o}pez, Pau and Branchaud-Charron, Fr{\'e}d{\'e}ric and Atighehchian, Parmida and Caccia, Massimo and Laradji, Issam Hadj and Drouin, Alexandre and Craddock, Matthew and Charlin, Laurent and V{\'a}zquez, David

Year: 2020

Published at Neural Information Processing Systems (NeurIPS)

(59/85) Proposal-based instance segmentation with point supervision

Authors: Laradji, Issam H and Rostamzadeh, Negar and Pinheiro, Pedro O and Vazquez, David and Schmidt, Mark

Year: 2020

Published at International Conference on Image Processing (ICIP)

(60/85) Affinity lcfcn: Learning to segment fish with weak supervision

Authors: Laradji, Issam and Saleh, Alzayat and Rodriguez, Pau and Nowrouzezahrai, Derek and Azghadi, Mostafa Rahimi and Vazquez, David

Year: 2020

Published at arXiv

(61/85) Counting cows: Tracking illegal cattle ranching from high-resolution satellite imagery

Authors: Laradji, Issam and Rodriguez, Pau and Kalaitzis, Freddie and Vazquez, David and Young, Ross and Davey, Ed and Lacoste, Alexandre

Year: 2020

Published at arXiv

(62/85) Efficient deep Gaussian process models for variable-sized inputs

Authors: Laradji, Issam H and Schmidt, Mark and Pavlovic, Vladimir and Kim, Minyoung

Year: 2019

Published at International Joint Conference on Neural Networks (IJCNN)

(63/85) Painless stochastic gradient: Interpolation, line-search, and convergence rates

Authors: Vaswani, Sharan and Mishkin, Aaron and Laradji, Issam and Schmidt, Mark and Gidel, Gauthier and Lacoste-Julien, Simon

Year: 2019

Published at Neural Information Processing Systems (NeurIPS)

(64/85) Where are the masks: Instance segmentation with image-level supervision

Authors: Laradji, Issam H and Vazquez, David and Schmidt, Mark

Year: 2019

Published at British Machine Vision Conference (BMVC)

(65/85) Class-based styling: Real-time localized style transfer with semantic segmentation

Authors: Kurzman, Lironne and Vazquez, David and Laradji, Issam

Year: 2019

Published at International Conference on Computer Vision (ICCV) Workshop

(66/85) Where are the blobs: Counting by localization with point supervision

Authors: Laradji, Issam H and Rostamzadeh, Negar and Pinheiro, Pedro O and Vazquez, David and Schmidt, Mark

Year: 2018

Published at Proceedings of the European Conference on Computer Vision (ECCV)

(67/85) Masaga: a linearly-convergent stochastic first-order method for optimization on manifolds

Authors: Babanezhad, Reza and Laradji, Issam H and Shafaei, Alireza and Schmidt, Mark

Year: 2018

Published at Joint European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD)

(68/85) Non-convex optimization

Authors: Laradji, Issam

Year: 2017

Published at arXiv

(69/85) Convergence rates for greedy Kaczmarz algorithms

Authors: Nutini, Julie and Sepehry, Behrooz and Virani, Alim and Laradji, Issam and Schmidt, Mark and Koepke, Hoyt

Year: 2016

Published at Uncertainty in Artificial Intelligence (UAI)

(70/85) Software defect prediction using ensemble learning on selected features

Authors: Laradji, Issam H and Alshayeb, Mohammad and Ghouti, Lahouari

Year: 2015

Published at Information and Software Technology (IST)

(71/85) Coordinate descent converges faster with the gauss-southwell rule than random selection

Authors: Nutini, Julie and Schmidt, Mark and Laradji, Issam and Friedlander, Michael and Koepke, Hoyt

Year: 2015

Published at International Conference on Machine Learning (ICML)

(72/85) Sparse Single-Hidden Layer Feedforward Network for Mapping Natural Language Questions to SQL Queries

Authors: Laradji, Issam H and Ghouti, Lahouari and Saleh, Faisal and AlTurki, Musab A

Year: 2014

Published at International Conference on Artificial Neural Networks (ICANN)

(73/85) XML classification using ensemble learning on extracted features

Authors: Laradji, Issam H and Salahadin, Mohammed and Ghouti, Lahouari

Year: 2014

Published at ACM Southeast Regional Conference

(74/85) Robust Feature Extraction Algorithm for Sarcasm Detection in Debates

Authors: Norton, Olivia and Laradji, Issam H

Year: 2014

Published at International Conference on Data Mining (ICDM)

(75/85) New Algorithms for Deep Learning Machines

Authors: Laradji, Issam Hadj

Year: 2014

Published at arXiv

(76/85) Software defect prediction using ensemble learning on selected

Authors: Laradji, Issam H and Alshayeb, Mohammad and Ghouti, Lahouari

Year: 2014

Published at arXiv

(77/85) Perceptual hashing of color images using hypercomplex representations

Authors: Laradji, Issam H and Ghouti, Lahouari and Khiari, El-Hebri

Year: 2013

Published at International Conference on Image Processing (ICIP)

(78/85) Graphical Newton for Huge-Block Coordinate Descent on Sparse Graphs

Authors: Laradji, Issam and Nutini, Julie and Schmidt, Mark

Year: Unknown Year

Published at ICML Workshop

(79/85) Supplementary Material Beyond Trivial Counterfactual Explanations with Diverse Valuable Explanations

Authors: Rodr{\i}guez, Pau and Caccia, Massimo and Lacoste, Alexandre and Zamparo, Lee and Laradji, Issam and Charlin, Laurent and Vazquez, David

Year: Unknown Year

Published at arXiv

(80/85) Neural Point Light Fields Supplementary Material

Authors: Ost, Julian and Laradji, Issam and Newell, Alejandro and Bahat, Yuval and Heide, Felix

Year: Unknown Year

Published at arXiv

(81/85) Constraining Low-level Representations to Define Effective Confidence Scores

Authors: Monteiro, Joao and Rodriguez, Pau and Noel, Pierre-Andre and Laradji, Issam H and Vazquez, David

Year: Unknown Year

Published at NeurIPS ML Safety Workshop

(82/85) Countering Language Drift with KL Regularization

Authors: Noukhovitch, Michael and Lavoie, Samuel and Laradji, Issam H and Kiela, Douwe and Strub, Florian and Courville, Aaron

Year: Unknown Year

Published at arXiv

(83/85) Evaluating Counterfactual Explainers

Authors: Velazquez, Diego and Rodriguez, Pau and Lacoste, Alexandre and Laradji, Issam H and Roca, Xavier and Gonz{\`a}lez, Jordi

Year: Unknown Year

Published at arXiv

(84/85) Surrogate Minimization: An Optimization Algorithm for Training Large Neural Networks with Model Parallelism

Authors: Asad, Reza and Harikandeh, Reza Babanezhad and Laradji, Issam H and Le Roux, Nicolas and Vaswani, Sharan

Year: Unknown Year

Published at OPT 2023: Optimization for Machine Learning

(85/85) Plan-based Prompting Improves Literature Review Generation

Authors: Agarwal, Shubham and Laradji, Issam H and Charlin, Laurent and Pal, Christopher

Year: Unknown Year

Published at arXiv