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Valentin Thomas
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2020 – today
- 2024
- [i8]Junwei Ma, Valentin Thomas, Guangwei Yu, Anthony L. Caterini:
In-Context Data Distillation with TabPFN. CoRR abs/2402.06971 (2024) - [i7]Valentin Thomas, Junwei Ma, Rasa Hosseinzadeh, Keyvan Golestan, Guangwei Yu, Maksims Volkovs, Anthony L. Caterini:
Retrieval & Fine-Tuning for In-Context Tabular Models. CoRR abs/2406.05207 (2024) - 2023
- [j1]Alexandre Piché, Valentin Thomas, Joseph Marino, Rafael Pardinas, Gian Maria Marconi, Christopher Pal, Mohammad Emtiyaz Khan:
Bridging the Gap Between Target Networks and Functional Regularization. Trans. Mach. Learn. Res. 2023 (2023) - [i6]Jincheng Mei, Wesley Chung, Valentin Thomas, Bo Dai, Csaba Szepesvári, Dale Schuurmans:
The Role of Baselines in Policy Gradient Optimization. CoRR abs/2301.06276 (2023) - 2022
- [c5]Jincheng Mei, Wesley Chung, Valentin Thomas, Bo Dai, Csaba Szepesvári, Dale Schuurmans:
The Role of Baselines in Policy Gradient Optimization. NeurIPS 2022 - [c4]Valentin Thomas:
On the role of overparameterization in off-policy Temporal Difference learning with linear function approximation. NeurIPS 2022 - 2021
- [c3]Wesley Chung, Valentin Thomas, Marlos C. Machado
, Nicolas Le Roux:
Beyond Variance Reduction: Understanding the True Impact of Baselines on Policy Optimization. ICML 2021: 1999-2009 - 2020
- [c2]Valentin Thomas, Fabian Pedregosa, Bart van Merriënboer, Pierre-Antoine Manzagol, Yoshua Bengio, Nicolas Le Roux:
On the interplay between noise and curvature and its effect on optimization and generalization. AISTATS 2020: 3503-3513 - [i5]Wesley Chung, Valentin Thomas, Marlos C. Machado, Nicolas Le Roux:
Beyond variance reduction: Understanding the true impact of baselines on policy optimization. CoRR abs/2008.13773 (2020)
2010 – 2019
- 2019
- [c1]Alexandre Piché, Valentin Thomas, Cyril Ibrahim, Yoshua Bengio, Chris Pal:
Probabilistic Planning with Sequential Monte Carlo methods. ICLR (Poster) 2019 - [i4]Valentin Thomas, Fabian Pedregosa, Bart van Merriënboer, Pierre-Antoine Manzagol, Yoshua Bengio, Nicolas Le Roux:
Information matrices and generalization. CoRR abs/1906.07774 (2019) - 2018
- [i3]Valentin Thomas, Emmanuel Bengio, William Fedus, Jules Pondard, Philippe Beaudoin, Hugo Larochelle, Joelle Pineau, Doina Precup, Yoshua Bengio:
Disentangling the independently controllable factors of variation by interacting with the world. CoRR abs/1802.09484 (2018) - 2017
- [i2]Emmanuel Bengio, Valentin Thomas, Joelle Pineau, Doina Precup, Yoshua Bengio:
Independently Controllable Features. CoRR abs/1703.07718 (2017) - [i1]Valentin Thomas, Jules Pondard, Emmanuel Bengio, Marc Sarfati, Philippe Beaudoin, Marie-Jean Meurs, Joelle Pineau, Doina Precup, Yoshua Bengio:
Independently Controllable Factors. CoRR abs/1708.01289 (2017)
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