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Romain Laroche

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Understanding and Addressing the Pitfalls of Bisimulation-based Representations in Offline Reinforcement Learning

Oct 26, 2023
Hongyu Zang, Xin Li, Leiji Zhang, Yang Liu, Baigui Sun, Riashat Islam, Remi Tachet des Combes, Romain Laroche

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Beyond Uniform Sampling: Offline Reinforcement Learning with Imbalanced Datasets

Oct 12, 2023
Zhang-Wei Hong, Aviral Kumar, Sathwik Karnik, Abhishek Bhandwaldar, Akash Srivastava, Joni Pajarinen, Romain Laroche, Abhishek Gupta, Pulkit Agrawal

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Combining Spatial and Temporal Abstraction in Planning for Better Generalization

Sep 30, 2023
Mingde Zhao, Safa Alver, Harm van Seijen, Romain Laroche, Doina Precup, Yoshua Bengio

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Harnessing Mixed Offline Reinforcement Learning Datasets via Trajectory Weighting

Jun 22, 2023
Zhang-Wei Hong, Pulkit Agrawal, Rémi Tachet des Combes, Romain Laroche

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Think Before You Act: Decision Transformers with Internal Working Memory

May 24, 2023
Jikun Kang, Romain Laroche, Xindi Yuan, Adam Trischler, Xue Liu, Jie Fu

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Behavior Prior Representation learning for Offline Reinforcement Learning

Nov 02, 2022
Hongyu Zang, Xin Li, Jie Yu, Chen Liu, Riashat Islam, Remi Tachet Des Combes, Romain Laroche

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Discrete Factorial Representations as an Abstraction for Goal Conditioned Reinforcement Learning

Nov 01, 2022
Riashat Islam, Hongyu Zang, Anirudh Goyal, Alex Lamb, Kenji Kawaguchi, Xin Li, Romain Laroche, Yoshua Bengio, Remi Tachet Des Combes

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Expressiveness and Learnability: A Unifying View for Evaluating Self-Supervised Learning

Jun 02, 2022
Yuchen Lu, Zhen Liu, Aristide Baratin, Romain Laroche, Aaron Courville, Alessandro Sordoni

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Incorporating Explicit Uncertainty Estimates into Deep Offline Reinforcement Learning

Jun 02, 2022
David Brandfonbrener, Remi Tachet des Combes, Romain Laroche

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