Jia-Leng Ni

Principal Steering Subspaces for Online Adaptation of Frozen Generative Robot Policies

Generative robot policies provide expressive behavior priors, but updating a large diffusion or flow-matching model through online interaction is costly. Latent-space reinforcement learning avoids updating the pretrained generator by controlling its initial sampling noise, yet high-dimensional noise can have strongly a...