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Latest research

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Constrained Offline RL via Stationary Distribution Correction Estimation
Jongmin Lee *, Cosmin Paduraru, Daniel J. Mankowitz, Nicolas Heess, Doina Precup, Kee-Eung Kim *, Arthur Guez
ICLR
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Paper
Publication
Optimizing Industrial Cooling Systems with Hierarchical Reinforcement Learning
William Wong *, Praneet Dutta, Jerry Luo, Octavian Voicu, Yuri Chervonyi, Cosmin Paduraru
arXiv
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Paper
Publication
Semi-analytical Industrial Cooling System Model for Reinforcement Learning
Yuri Chervonyi, Praneet Dutta, Piotr Trochim *, Octavian Voicu, Cosmin Paduraru, Crystal Qian, Emre Karagozler, Jared Quincy Davis, Richard Chippendale *, Gautam Bajaj *, Sims Witherspoon, Jerry Luo
arXiv
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Paper
Publication
Generalised Policy Improvement with Geometric Policy Composition
Shantanu Thakoor, Mark Rowland, Diana Borsa, Will Dabney, Remi Munos, Andre Barreto
ICML
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Paper
Publication
From Dirichlet to Rubin: Optimistic exploration in RL without bonuses
Daniil Tiapkin *, Denis Belomestny *, Éric Moulines *, Alexey Naumov *, Sergey Samsonov *, Yunhao Tang, Michal Valko, Pierre Menard *
ICML
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Publication
Towards Coherent and Consistent Use of Entities in Narrative Generation
Nelly Papalampidi *, Kris Cao, Tomas Kocisky
ICML
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