Nantian He

ReDiffuser: Reliable Decision-Making Using a Diffuser with Confidence Estimation

The diffusion model has demonstrated impressive performance in offline reinforcement learning. However, non-deterministic sampling in diffusion models can lead to unstable performance. Furthermore, the lack of confidence measurements makes it difficult to evaluate the reliability and trustworthiness…