Valentin Thomas

18 papers A* 4A 1Journal 12Unranked 1
YearRankTypeTitle / Venue / Authors
2025 J jnl
CausalPFN: Amortized Causal Effect Estimation via In-Context Learning.
CoRR
Vahid Balazadeh Meresht, Hamidreza Kamkari, Valentin Thomas, Benson Li, Junwei Ma, Jesse C. Cresswell, Rahul G. Krishnan
2025 J jnl
Generalization Can Emerge in Tabular Foundation Models From a Single Table.
CoRR
Junwei Ma, Nour Shaheen, Alex Labach, Amine Mhedhbi, Frank Hutter, Anthony L. Caterini, Valentin Thomas
2024 J jnl
In-Context Data Distillation with TabPFN.
CoRR
Junwei Ma, Valentin Thomas, Guangwei Yu, Anthony L. Caterini
2024 A* conf
Retrieval & Fine-Tuning for In-Context Tabular Models.
NeurIPS
Valentin Thomas, Junwei Ma, Rasa Hosseinzadeh, Keyvan Golestan, Guangwei Yu, Maksims Volkovs, Anthony L. Caterini
2024 J jnl
Retrieval & Fine-Tuning for In-Context Tabular Models.
CoRR
Valentin Thomas, Junwei Ma, Rasa Hosseinzadeh, Keyvan Golestan, Guangwei Yu, Maksims Volkovs, Anthony L. Caterini
2024 J jnl
TabDPT: Scaling Tabular Foundation Models.
CoRR
Junwei Ma, Valentin Thomas, Rasa Hosseinzadeh, Hamidreza Kamkari, Alex Labach, Jesse C. Cresswell, Keyvan Golestan, Guangwei Yu, Maksims Volkovs, Anthony L. Caterini
2023 J jnl
Bridging the Gap Between Target Networks and Functional Regularization.
Trans. Mach. Learn. Res.
Alexandre Piché, Valentin Thomas, Joseph Marino, Rafael Pardinas, Gian Maria Marconi, Christopher Pal, Mohammad Emtiyaz Khan
2023 J jnl
The Role of Baselines in Policy Gradient Optimization.
CoRR
Jincheng Mei, Wesley Chung, Valentin Thomas, Bo Dai, Csaba Szepesvári, Dale Schuurmans
2022 A* conf
On the role of overparameterization in off-policy Temporal Difference learning with linear function approximation.
NeurIPS
Valentin Thomas
2022 A* conf
The Role of Baselines in Policy Gradient Optimization.
NeurIPS
Jincheng Mei, Wesley Chung, Valentin Thomas, Bo Dai, Csaba Szepesvári, Dale Schuurmans
2021 A* conf
Beyond Variance Reduction: Understanding the True Impact of Baselines on Policy Optimization.
ICML
Wesley Chung, Valentin Thomas, Marlos C. Machado, Nicolas Le Roux
2020 J jnl
Beyond variance reduction: Understanding the true impact of baselines on policy optimization.
CoRR
Wesley Chung, Valentin Thomas, Marlos C. Machado, Nicolas Le Roux
2020 A conf
On the interplay between noise and curvature and its effect on optimization and generalization.
AISTATS
Valentin Thomas, Fabian Pedregosa, Bart van Merriënboer, Pierre-Antoine Manzagol, Yoshua Bengio, Nicolas Le Roux
2019 J jnl
Information matrices and generalization.
CoRR
Valentin Thomas, Fabian Pedregosa, Bart van Merriënboer, Pierre-Antoine Manzagol, Yoshua Bengio, Nicolas Le Roux
2019 — conf
Probabilistic Planning with Sequential Monte Carlo methods.
ICLR (Poster)
Alexandre Piché, Valentin Thomas, Cyril Ibrahim, Yoshua Bengio, Chris Pal
2018 J jnl
Disentangling the independently controllable factors of variation by interacting with the world.
CoRR
Valentin Thomas, Emmanuel Bengio, William Fedus, Jules Pondard, Philippe Beaudoin, Hugo Larochelle, Joelle Pineau, Doina Precup, Yoshua Bengio
2017 J jnl
Independently Controllable Factors.
CoRR
Valentin Thomas, Jules Pondard, Emmanuel Bengio, Marc Sarfati, Philippe Beaudoin, Marie-Jean Meurs, Joelle Pineau, Doina Precup, Yoshua Bengio
2017 J jnl
Independently Controllable Features.
CoRR
Emmanuel Bengio, Valentin Thomas, Joelle Pineau, Doina Precup, Yoshua Bengio