3 papers
cs.RO2026
Symskill: Symbol and Skill Co-Invention for Data-Efficient and Reactive Long-Horizon Manipulation
Yifei Simon Shao, Yuchen Zheng, Sunan Sun +3
Multi-step manipulation in dynamic environments remains challenging. Imitation learning (IL) is reactive but lacks compositional generalization, since monolithic policies do not de…
cs.RO2025
Maestro: Orchestrating Robotics Modules with Vision-Language Models for Zero-Shot Generalist Robots
Junyao Shi, Rujia Yang, Kaitian Chao +9
Today's best-explored routes towards generalist robots center on collecting ever larger "observations-in actions-out" robotics datasets to train large end-to-end models, copying a…
cs.RO2024
Don't Yell at Your Robot: Physical Correction as the Collaborative Interface for Language Model Powered Robots
Chuye Zhang, Yifei Simon Shao, Harshil Parekh +4
We present a novel approach for enhancing human-robot collaboration using physical interactions for real-time error correction of large language model (LLM) powered robots. Unlike…