PACT: Self-Evolving Physical Safety Alignment for Diffusion Policies in Embodied Manipulation
Diffusion policies have achieved remarkable success in robotic manipulation, yet they often fail to satisfy strict physical constraints required for safe deployment. Existing approaches impose safety either prematurely during training or reactively via external guardrails at test time, limiting poli…