3 papers
cs.RO2026
Learning Legged MPC with Smooth Neural Surrogates
Samuel A. Moore, Easop Lee, Boyuan Chen
Deep learning and model predictive control (MPC) can play complementary roles in legged robotics. However, integrating learned models with online planning remains challenging. When…
cs.RO2025
Sym2Real: Symbolic Dynamics with Residual Learning for Data-Efficient Adaptive Control
Easop Lee, Samuel A. Moore, Boyuan Chen
We present Sym2Real, a fully data-driven framework for highly data-efficient adaptation of low-level controllers. Although symbolic regression is data-efficient, its role in real-w…
cs.RO2025
Perception Stitching: Zero-Shot Perception Encoder Transfer for Visuomotor Robot Policies
Pingcheng Jian, Easop Lee, Zachary Bell +2
Vision-based imitation learning has shown promising capabilities of endowing robots with various motion skills given visual observation. However, current visuomotor policies fail t…