Chenlu Liu

AdaStart: Uncertainty-Aware Adaptive Warm Starting for Diffusion-Based Robotic Control

Diffusion policies have demonstrated excellent performance in robotic control tasks, yet their reliance on 50 to 100 denoising steps impedes real-time deployment. Existing acceleration methods based on sampler improvements lack responsiveness to perceptual quality and cannot adaptively adjust computation. Moreover, sta...