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Sequential Density Estimation via NCWFAs Sequential Density Estimation via Nonlinear Continuous Weighted Finite Automata


Jun 08, 2022
Tianyu Li, Bogdan Mazoure, Guillaume Rabusseau


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The Sandbox Environment for Generalizable Agent Research (SEGAR)


Mar 19, 2022
R Devon Hjelm, Bogdan Mazoure, Florian Golemo, Felipe Frujeri, Mihai Jalobeanu, Andrey Kolobov


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Improving Zero-shot Generalization in Offline Reinforcement Learning using Generalized Similarity Functions


Nov 29, 2021
Bogdan Mazoure, Ilya Kostrikov, Ofir Nachum, Jonathan Tompson

* Offline RL workshop at NeurIPS 2021 

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Cross-Trajectory Representation Learning for Zero-Shot Generalization in RL


Jun 04, 2021
Bogdan Mazoure, Ahmed M. Ahmed, Patrick MacAlpine, R Devon Hjelm, Andrey Kolobov


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Improving Long-Term Metrics in Recommendation Systems using Short-Horizon Offline RL


Jun 01, 2021
Bogdan Mazoure, Paul Mineiro, Pavithra Srinath, Reza Sharifi Sedeh, Doina Precup, Adith Swaminathan


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A Theoretical Analysis of Catastrophic Forgetting through the NTK Overlap Matrix


Oct 07, 2020
Thang Doan, Mehdi Bennani, Bogdan Mazoure, Guillaume Rabusseau, Pierre Alquier


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Deep Reinforcement and InfoMax Learning


Jun 12, 2020
Bogdan Mazoure, Remi Tachet des Combes, Thang Doan, Philip Bachman, R Devon Hjelm


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Provably efficient reconstruction of policy networks


Feb 07, 2020
Bogdan Mazoure, Thang Doan, Tianyu Li, Vladimir Makarenkov, Joelle Pineau, Doina Precup, Guillaume Rabusseau


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Efficient Planning under Partial Observability with Unnormalized Q Functions and Spectral Learning


Nov 22, 2019
Tianyu Li, Bogdan Mazoure, Doina Precup, Guillaume Rabusseau


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