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09/03/2023
VGDiffZero: Text-to-image Diffusion Models Can Be Zero-shot Visual Grounders
Large-scale text-to-image diffusion models have shown impressive capabil...
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07/19/2023
STRAPPER: Preference-based Reinforcement Learning via Self-training Augmentation and Peer Regularization
Preference-based reinforcement learning (PbRL) promises to learn a compl...
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06/26/2023
CEIL: Generalized Contextual Imitation Learning
In this paper, we present ContExtual Imitation Learning (CEIL), a genera...
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05/25/2023
Beyond Reward: Offline Preference-guided Policy Optimization
This study focuses on the topic of offline preference-based reinforcemen...
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10/25/2021
Unsupervised Domain Adaptation with Dynamics-Aware Rewards in Reinforcement Learning
Unsupervised reinforcement learning aims to acquire skills without prior...
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10/21/2021
Off-Dynamics Inverse Reinforcement Learning from Hetero-Domain
We propose an approach for inverse reinforcement learning from hetero-do...
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09/10/2020