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03/24/2023
Optimal Transport for Offline Imitation Learning
With the advent of large datasets, offline reinforcement learning (RL) i...
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08/22/2022
Efficient Planning in a Compact Latent Action Space
While planning-based sequence modelling methods have shown great potenti...
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05/31/2022
Graph Backup: Data Efficient Backup Exploiting Markovian Transitions
The successes of deep Reinforcement Learning (RL) are limited to setting...
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02/08/2021
Grid-to-Graph: Flexible Spatial Relational Inductive Biases for Reinforcement Learning
Although reinforcement learning has been successfully applied in many do...
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04/24/2019
Neural Logic Reinforcement Learning
Deep reinforcement learning (DRL) has achieved significant breakthroughs...
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06/30/2017