Jiangjie Bian

TopoCut: Learning Multi-Step Cutting with Spectral Rewards and Discrete Diffusion Policies

Robotic manipulation tasks involving cutting deformable objects remain challenging due to complex topological behaviors, difficulties in perceiving dense object states, and the lack of efficient evaluation methods for cutting outcomes. In this paper, we introduce TopoCut, a comprehensive benchmark f…