arxivcs.LGcs.AIcs.RO2026-06-26
RS-Diffuser: Risk-Sensitive Diffusion Planning with Distributional Value Guidance
Offline reinforcement learning enables policy learning from fixed datasets without additional environment interaction, making it appealing for safety-critical applications where online exploration is costly or unsafe. Diffusion-based decision-making methods have recently achieved…