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06/23/2022
Video PreTraining (VPT): Learning to Act by Watching Unlabeled Online Videos
Pretraining on noisy, internet-scale datasets has been heavily studied a...
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06/28/2021
Multi-task curriculum learning in a complex, visual, hard-exploration domain: Minecraft
An important challenge in reinforcement learning is training agents that...
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06/12/2020
Open Questions in Creating Safe Open-ended AI: Tensions Between Control and Creativity
Artificial life originated and has long studied the topic of open-ended ...
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06/08/2020
Reinforcement Learning Under Moral Uncertainty
An ambitious goal for artificial intelligence is to create agents that b...
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04/27/2020
First return then explore
The promise of reinforcement learning is to solve complex sequential dec...
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02/21/2020
Estimating Q(s,s') with Deep Deterministic Dynamics Gradients
In this paper, we introduce a novel form of value function, Q(s, s'), th...
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01/24/2020
Exploration Based Language Learning for Text-Based Games
This work presents an exploration and imitation-learning-based agent cap...
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01/30/2019