2026

Select-then-Solve: Paradigm Routing as Inference-Time Optimization for LLM Agents
Select-then-Solve: Paradigm Routing as Inference-Time Optimization for LLM Agents

Heng Zhou, Zelin Tan, Zhemeng Zhang, Yutao Fan, Yibing Lin, Li Kang, Xiufeng Song, Rui Li, Songtao Huang, Ao Yu, Yuchen Fan, Yanxu Chen, Kaixin Xu, Xiaohong Liu, Yiran Qin, Philip Torr, Chen Zhang, Zhenfei Yin

ArXiv Preprint 2026

Select-then-Solve: Paradigm Routing as Inference-Time Optimization for LLM Agents

Heng Zhou, Zelin Tan, Zhemeng Zhang, Yutao Fan, Yibing Lin, Li Kang, Xiufeng Song, Rui Li, Songtao Huang, Ao Yu, Yuchen Fan, Yanxu Chen, Kaixin Xu, Xiaohong Liu, Yiran Qin, Philip Torr, Chen Zhang, Zhenfei Yin

ArXiv Preprint 2026

CoEnv: Driving Embodied Multi-Agent Collaboration via Compositional Environment
CoEnv: Driving Embodied Multi-Agent Collaboration via Compositional Environment

Li Kang, Yutao Fan, Rui Li, Heng Zhou, Yiran Qin, Zhemeng Zhang, Songtao Huang, Xiufeng Song, Zaibin Zhang, Bruno N.Y. Chen, Zhenfei Yin, Dongzhan Zhou, Wangmeng Zuo, Lei Bai

ArXiv Preprint 2026

CoEnv: Driving Embodied Multi-Agent Collaboration via Compositional Environment

Li Kang, Yutao Fan, Rui Li, Heng Zhou, Yiran Qin, Zhemeng Zhang, Songtao Huang, Xiufeng Song, Zaibin Zhang, Bruno N.Y. Chen, Zhenfei Yin, Dongzhan Zhou, Wangmeng Zuo, Lei Bai

ArXiv Preprint 2026

2025

TouchGuide: Inference-Time Steering of Visuomotor Policies via Touch Guidance
TouchGuide: Inference-Time Steering of Visuomotor Policies via Touch Guidance

Zhemeng Zhang*, Jiahua Ma*, Xincheng Yang*, Xin Wen, Yuzhi Zhang, Boyan Li, Yiran Qin, Jin Liu, Can Zhao, Li Kang, Haoqin Hong, Zhenfei Yin, Philip Torr, Hao Su, Ruimao Zhang, Daolin Ma# (*equal contribution, project lead, #corresponding author)

Robotics: Science and Systems (RSS) 2026

TouchGuide: Inference-Time Steering of Visuomotor Policies via Touch Guidance

Zhemeng Zhang*, Jiahua Ma*, Xincheng Yang*, Xin Wen, Yuzhi Zhang, Boyan Li, Yiran Qin, Jin Liu, Can Zhao, Li Kang, Haoqin Hong, Zhenfei Yin, Philip Torr, Hao Su, Ruimao Zhang, Daolin Ma# (*equal contribution, project lead, #corresponding author)

Robotics: Science and Systems (RSS) 2026