When does return-conditioned supervised learning work for offline reinforcement learning?
David Brandfonbrener, Alberto Bietti, Jacob Buckman, Romain Laroche, Joan Bruna
2022 Neural Information Processing Systems | December 2022
Offline Reinforcement Learning
Publications
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Multi-Objective SPIBB: Seldonian Offline Policy Improvement with Safety Constraints in Finite MDPs
Harsh Satija, Philip S. Thomas, Joelle Pineau, Romain Laroche
2021 Neural Information Processing Systems | October 2021
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Safe Policy Improvement with an Estimated Baseline Policy
Thiago D. Simao, Romain Laroche, Remi Tachet des Combes
International Conference on Autonomous Agents and Multi-Agent Systems | May 2020
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Safe Policy Improvement with Soft Baseline Bootstrapping
Kimia Nadjahi, Romain Laroche, Remi Tachet des Combes
European Conference in Machine Learning (ECML-PKDD) | September 2019
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Safe Policy Improvement with Baseline Bootstrapping
Romain Laroche, Paul Trichelair, Remi Tachet des Combes
International Conference on Machine Learning (ICML) | June 2019
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When does return-conditioned supervised learning work for offline reinforcement learning?
David Brandfonbrener, Alberto Bietti, Jacob Buckman, Romain Laroche, Joan Bruna
2022 Neural Information Processing Systems | December 2022
-
Multi-Objective SPIBB: Seldonian Offline Policy Improvement with Safety Constraints in Finite MDPs
Harsh Satija, Philip S. Thomas, Joelle Pineau, Romain Laroche
2021 Neural Information Processing Systems | October 2021
-
Safe Policy Improvement with an Estimated Baseline Policy
Thiago D. Simao, Romain Laroche, Remi Tachet des Combes
International Conference on Autonomous Agents and Multi-Agent Systems | May 2020
-
Safe Policy Improvement with Soft Baseline Bootstrapping
Kimia Nadjahi, Romain Laroche, Remi Tachet des Combes
European Conference in Machine Learning (ECML-PKDD) | September 2019
-
Safe Policy Improvement with Baseline Bootstrapping
Romain Laroche, Paul Trichelair, Remi Tachet des Combes
International Conference on Machine Learning (ICML) | June 2019
-
-
-
When does return-conditioned supervised learning work for offline reinforcement learning?
David Brandfonbrener, Alberto Bietti, Jacob Buckman, Romain Laroche, Joan Bruna
2022 Neural Information Processing Systems | December 2022
-
Multi-Objective SPIBB: Seldonian Offline Policy Improvement with Safety Constraints in Finite MDPs
Harsh Satija, Philip S. Thomas, Joelle Pineau, Romain Laroche
2021 Neural Information Processing Systems | October 2021
-
Safe Policy Improvement with an Estimated Baseline Policy
Thiago D. Simao, Romain Laroche, Remi Tachet des Combes
International Conference on Autonomous Agents and Multi-Agent Systems | May 2020
-
Safe Policy Improvement with Soft Baseline Bootstrapping
Kimia Nadjahi, Romain Laroche, Remi Tachet des Combes
European Conference in Machine Learning (ECML-PKDD) | September 2019
-
Safe Policy Improvement with Baseline Bootstrapping
Romain Laroche, Paul Trichelair, Remi Tachet des Combes
International Conference on Machine Learning (ICML) | June 2019
-