most citedLong-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models

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cs.RO2026

TwinBrainVLA: Unleashing the Potential of Generalist VLMs for Embodied Tasks via Asymmetric Mixture-of-Transformers

Bin Yu, Shijie Lian, Xiaopeng Lin +8

The fundamental premise of Vision-Language-Action (VLA) models is to harness the extensive general capabilities of pre-trained Vision-Language Models (VLMs) for generalized embodie…

cs.RO2025

PhysBrain: Human Egocentric Data as a Bridge from Vision Language Models to Physical Intelligence

Xiaopeng Lin, Shijie Lian, Bin Yu +10

Robotic generalization relies on physical intelligence: the ability to reason about state changes, contact-rich interactions, and long-horizon planning under egocentric perception…