Planning with Latent Simulated Trajectories

Alexandre Piché1 , Valentin Thomas12 , Cyril Ibrahim , Julien Cornebise
Smpte Journal

Decoupling backpropagation using constrained optimization methods

Akhilesh Gotmare* , Valentin Thomas* , Johanni Brea , Martin Jaggi
ICML 2018 Workshop on Efficient Credit assignment in Deep Learning and Deep Reinforcement Learning

17
2018
Probabilistic Planning with Sequential Monte Carlo methods

Valentin Thomas* , Alexandre Piché* , Cyril Ibrahim , Yoshua Bengio
ICLR https://openreview.net/pdf?id=ByetGn0cYX -https://openreview.net/pdf?id=ByetGn0cYX

46
2019
Bridging the Gap Between Target Networks and Functional Regularization

Alexandre Piché , Valentin Thomas , Rafael Pardinas , Joseph Marino
TMLR 2023, https://arxiv.org/abs/2106.02613

12
2021
On the interplay between noise and curvature and its effect on optimization and generalization

Yoshua Bengio , Bart van Merriënboer , Fabian Pedregosa , Nicolas Le Roux
arXiv: Learning

40
2019
Beyond variance reduction: Understanding the true impact of baselines on policy optimization

Nicolas Le Roux , Marlos C. Machado , Valentin Thomas , Wesley Chung
arXiv: Learning

18
2020
The role of baselines in policy gradient optimization

Jincheng Mei , Wesley Chung , Valentin Thomas , Bo Dai
Advances in Neural Information Processing Systems 35 17818 -17830

12
2022
Disentangling the independently controllable factors of variation by interacting with the world

Valentin Thomas , Emmanuel Bengio , William Fedus , Jules Pondard
arXiv preprint arXiv:1802.09484

65
2018
Independently controllable factors

Valentin Thomas , Jules Pondard , Emmanuel Bengio , Marc Sarfati
arXiv preprint arXiv:1708.01289

46
2017
Information matrices and generalization

Valentin Thomas , Fabian Pedregosa , Bart van Merriënboer , Pierre-Antoine Mangazol
arXiv preprint arXiv:1906.07774

15
2019
Independently Controllable Features

Emmanuel Bengio , Valentin Thomas , Joelle Pineau , Doina Precup
RLDM 2017

46
2017
In-Context Data Distillation with TabPFN

Junwei Ma , Valentin Thomas , Guangwei Yu , Anthony Caterini
arXiv preprint arXiv:2402.06971

2
2024
Retrieval & Fine-Tuning for In-Context Tabular Models

Valentin Thomas , Junwei Ma , Rasa Hosseinzadeh , Keyvan Golestan
arXiv preprint arXiv:2406.05207

2024