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Nicolas Le Roux

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

27

Venues

8

Active years

2003–2025

Best venue rank

A*

Where they publish

Papers

27 indexed papers, newest first.

YearVenueTitleAuthors
2025AISTATSFast Convergence of Softmax Policy Mirror Ascent.Reza Asad, Reza Babanezhad Harikandeh, Issam H. Laradji, Nicolas Le Roux, Sharan Vaswani
2025EMNLPfLSA: Learning Semantic Structures in Document Collections Using Foundation Models.Weijia Xu, Nebojsa Jojic, Nicolas Le Roux
2025ICMLVinePPO: Refining Credit Assignment in RL Training of LLMs.Amirhossein Kazemnejad, Milad Aghajohari, Eva Portelance, Alessandro Sordoni, Siva Reddy, Aaron C. Courville, Nicolas Le Roux
2024ICMLLanguage-guided Skill Learning with Temporal Variational Inference.Haotian Fu, Pratyusha Sharma, Elias Stengel-Eskin, George Konidaris, Nicolas Le Roux, Marc-Alexandre Ct, Xingdi Yuan
2024ICMLTowards Modular LLMs by Building and Reusing a Library of LoRAs.Oleksiy Ostapenko, Zhan Su, Edoardo M. Ponti, Laurent Charlin, Nicolas Le Roux, Lucas Caccia, Alessandro Sordoni
2023ICMLTarget-based Surrogates for Stochastic Optimization.Jonathan Wilder Lavington, Sharan Vaswani, Reza Babanezhad Harikandeh, Mark Schmidt, Nicolas Le Roux
2022AISTATSOn the Convergence of Stochastic Extragradient for Bilinear Games using Restarted Iteration Averaging.Chris Junchi Li, Yaodong Yu, Nicolas Loizou, Gauthier Gidel, Yi Ma, Nicolas Le Roux, Michael I. Jordan
2022AISTATSA general class of surrogate functions for stable and efficient reinforcement learning.Sharan Vaswani, Olivier Bachem, Simone Totaro, Robert Mller, Shivam Garg, Matthieu Geist, Marlos C. Machado, Pablo Samuel Castro, Nicolas Le Roux
2021ICCVImpact of Aliasing on Generalization in Deep Convolutional Networks.Cristina Nader Vasconcelos, Hugo Larochelle, Vincent Dumoulin, Rob Romijnders, Nicolas Le Roux, Ross Goroshin
2021ICLRBatch Reinforcement Learning Through Continuation Method.Yijie Guo, Shengyu Feng, Nicolas Le Roux, Ed H. Chi, Honglak Lee, Minmin Chen
2021ICMLBeyond Variance Reduction: Understanding the True Impact of Baselines on Policy Optimization.Wesley Chung, Valentin Thomas, Marlos C. Machado, Nicolas Le Roux
2020AISTATSOn the interplay between noise and curvature and its effect on optimization and generalization.Valentin Thomas, Fabian Pedregosa, Bart van Merrinboer, Pierre-Antoine Manzagol, Yoshua Bengio, Nicolas Le Roux
2019AISTATSDistributional reinforcement learning with linear function approximation.Marc G. Bellemare, Nicolas Le Roux, Pablo Samuel Castro, Subhodeep Moitra
2019ICMLUnderstanding the Impact of Entropy on Policy Optimization.Zafarali Ahmed, Nicolas Le Roux, Mohammad Norouzi, Dale Schuurmans
2019ICMLThe Value Function Polytope in Reinforcement Learning.Robert Dadashi, Marc G. Bellemare, Adrien Ali Taga, Nicolas Le Roux, Dale Schuurmans
2018AISTATSTracking the gradients using the Hessian: A new look at variance reducing stochastic methods.Robert M. Gower, Nicolas Le Roux, Francis R. Bach
2018ICLRNegative eigenvalues of the Hessian in deep neural networks.Guillaume Alain, Nicolas Le Roux, Pierre-Antoine Manzagol
2018ICLROnline variance-reducing optimization.Nicolas Le Roux, Reza Babanezhad, Pierre-Antoine Manzagol
2017ICLRTighter bounds lead to improved classifiers.Nicolas Le Roux
2015RecSysLarge-Scale Real-Time Product Recommendation at Criteo.Romain Lerallut, Diane Gasselin, Nicolas Le Roux
2011ICANNWeakly Supervised Learning of Foreground-Background Segmentation Using Masked RBMs.Nicolas Heess, Nicolas Le Roux, John M. Winn
2011ICCVAsk the locals: Multi-way local pooling for image recognition.Y-Lan Boureau, Nicolas Le Roux, Francis R. Bach, Jean Ponce, Yann LeCun
2010ICMLA fast natural Newton method.Nicolas Le Roux, Andrew W. Fitzgibbon
2008ISSACProducts of ordinary differential operators by evaluation and interpolation.Alin Bostan, Frdric Chyzak, Nicolas Le Roux
2006ISSACRank reduction of a class of pfaffian systems in two variables.Nicolas Le Roux, Moulay A. Barkatou
2005AISTATSEfficient Non-Parametric Function Induction in Semi-Supervised Learning.Olivier Delalleau, Yoshua Bengio, Nicolas Le Roux
2003ISSACComputing power series solutions of a nonlinear PDE system.Evelyne Hubert, Nicolas Le Roux