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08/07/2023
AlphaStar Unplugged: Large-Scale Offline Reinforcement Learning
StarCraft II is one of the most challenging simulated reinforcement lear...
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08/02/2023
Direct Gradient Temporal Difference Learning
Off-policy learning enables a reinforcement learning (RL) agent to reaso...
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04/22/2020
Per-Step Reward: A New Perspective for Risk-Averse Reinforcement Learning
We present a new per-step reward perspective for risk-averse control in ...
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04/29/2019
DAC: The Double Actor-Critic Architecture for Learning Options
We reformulate the option framework as two parallel augmented MDPs. Unde...
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12/04/2017
A Deeper Look at Experience Replay
Experience replay plays an important role in the success of deep reinfor...
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11/30/2017
