Author

Xiu-Jin Liu

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#natural language process... May 2026

SEAL: Synergistic Co-Evolution of Agents and Learning Environments

alysing how an agent learns with the environment it learns from is a promising direction for self-evolving tool-use agents, and SEAL, a framework for synergistic co-evolution of agents and learning environments is introduced.

Yihao Hu, Zhi-Hao Wen, Xiu-Jin Liu et al. · arXiv.org · 14 citations

Preprint Aug 2026

MyoMechanix: Biomechanically-Grounded Compositional Skilled Activity Understanding and Coaching

Existing action quality assessment (AQA) datasets and methods rely primarily on visual inputs such as RGB and pose, overlooking physiological dynamics such as muscle mechanics and often modeling actions as monolithic patterns. These limitations hinder fine-grained, biomechanically grounded feedback. We introduce MyoMec...

Hao Yin, Paritosh Parmar, Li Gu et al. · 0 citations