Tsinghua University

Learning & Neural Systems Group
Learning &
Neural Systems Group

Welcome to the Learning & Neural Systems Group

LNS Group Research: Learning to Move

Machine Learning for Control and Dynamical Systems

Learning and Optimization with Safety Constraints, Preference Feedback, and Structured Decision Spaces

Neural Engineering and Robotics

Neuro-Musculo-Skeletal Modeling, Neural Sensing and Modulation, Human-Centered Robotics


Our Team


Principal Investigator

Yanan Sui

Associate Professor

Institute of Human-Machine-Environment Engineering

School of Aerospace Engineering

Tsinghua University

Recruiting Graduate Students and Postdoc Researchers

Recent Publications

Embodied Learning of Reward for Musculoskeletal Control with Vision Language Models

Saraswati Soedarmadji, Yunyue Wei, Chen Zhang, Yisong Yue, Yanan Sui

Learning for Dynamics & Control Conference (L4DC), 2026


Scalable Exploration for High-Dimensional Continuous Control via Value-Guided Flow

Yunyue Wei, Chenhui Zuo, Yanan Sui

International Conference on Learning Representations (ICLR), 2026