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Li-Heng Lin

4 papers

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papers

Publications (4)

cs.RO2025

Gemini Robotics 1.5: Pushing the Frontier of Generalist Robots with Advanced Embodied Reasoning, Thinking, and Motion Transfer

Gemini Robotics Team, Abbas Abdolmaleki, Saminda Abeyruwan +169

General-purpose robots need a deep understanding of the physical world, advanced reasoning, and general and dexterous control. This report introduces the latest generation of the G…

cs.RO2024

FlowRetrieval: Flow-Guided Data Retrieval for Few-Shot Imitation Learning

Li-Heng Lin, Yuchen Cui, Amber Xie +2

Few-shot imitation learning relies on only a small amount of task-specific demonstrations to efficiently adapt a policy for a given downstream tasks. Retrieval-based methods come w…

cs.RO2024

Distilling and Retrieving Generalizable Knowledge for Robot Manipulation via Language Corrections

Lihan Zha, Yuchen Cui, Li-Heng Lin +5

Today's robot policies exhibit subpar performance when faced with the challenge of generalizing to novel environments. Human corrective feedback is a crucial form of guidance to en…

cs.RO2023

Gesture-Informed Robot Assistance via Foundation Models

Li-Heng Lin, Yuchen Cui, Yilun Hao +2

Gestures serve as a fundamental and significant mode of non-verbal communication among humans. Deictic gestures (such as pointing towards an object), in particular, offer valuable…

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