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Hsiang-Chun Wang

2 accepted papers

2024

Diffusion Model-Augmented Behavioral Cloning

ICML 2024poster

Imitation learning addresses the challenge of learning by observing an expert’s demonstrations without access to reward signals from environments. Most existing imitation learning methods that do not require interacting with environments either model the expert distribution as the conditional probab…

Cited by 25SourcePDFScholar
2024

Diffusion-Reward Adversarial Imitation Learning

NeurIPS 2024poster

Imitation learning aims to learn a policy from observing expert demonstrations without access to reward signals from environments. Generative adversarial imitation learning (GAIL) formulates imitation learning as adversarial learning, employing a generator policy learning to imitate expert behaviors…