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@clearlab-sustech

CLEAR LAB

Our lab develops new theoretic and algorithmic tools in control and learning theory to enable advanced applications in modern robotic and autonomous systems.

CLEAR Lab Open Source

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CLEAR Lab is building an open-source space for robotics, embodied intelligence, simulation, control, and learning-based robot systems.

This page collects our public research code, teaching resources, reproducible experiments, and selected community collaborations.

Research and Project Areas

  • Robotics control and learning
  • Embodied AI and Vision-Language-Action models
  • Simulation, evaluation, and reproducible experiments
  • Teaching, tutorials, and research engineering tools

Featured Initiative

CLEAR Lab x Limx Open-source Collaboration

CLEAR Lab is working with Limx on selected open-source projects that connect academic research, engineering practice, reproducible tools, and community collaboration.

Projects in this initiative:

Project Status Scope
FluxVLA-Tron2 Experimental research release FluxVLA / PI0.5 fine-tuning and remote-inference deployment workflows for Tron2
World (Action) Models Tutorial Tutorial release From World Models to World Action Models: A Concise Tutorial for Robotics

Selected Public Repositories

Below are selected public repositories from CLEAR Lab. For the full list, please visit the Repositories tab.

Area Repository Scope
Robot learning resources Awesome-Legged-Robot-Learning Curated papers and resources for legged robot learning, reinforcement learning, sim-to-real, and humanoids
Wheel-legged locomotion Wheel-Legged-Gym Isaac Gym environments and training workflows for wheel-legged robot learning
Multi-embodiment locomotion multi_loco_isaacgym Unified policy training for TRON-1 pointed-foot and wheeled-foot modes using diffusion and reinforcement learning
Bipedal control Bipedal_MPC Model predictive control examples for TRON 1 in MuJoCo simulation
Task-space control VF-TSC Adaptive feedback gain methods for floating-base task-space control
Tutorials and teaching MujocoTutorial MuJoCo tutorial materials for simulation learning and practice
Course code ACR2025 Advanced Control for Robotics course code repository

How to Participate

You can participate through issues, pull requests, documentation improvements, experiment reproduction, tutorials, and technical discussions.

For project-specific questions, please use the issue tracker of the corresponding repository. For community collaboration or broader open-source discussion, contact us by email.

Links

Popular repositories Loading

  1. Wheel-Legged-Gym Wheel-Legged-Gym Public

    Python 626 93

  2. MujocoTutorial MujocoTutorial Public

    Jupyter Notebook 31 5

  3. Bipedal_MPC Bipedal_MPC Public

    C++ 30 1

  4. Awesome-Legged-Robot-Learning Awesome-Legged-Robot-Learning Public

    A collection of awesome Legged Robot Learning papers. From Reinforcement Learning and Sim-to-Real to Humanoids.

    24

  5. SDM366-Sp24 SDM366-Sp24 Public

    Jupyter Notebook 19

  6. WorldModelSurvey WorldModelSurvey Public

    TeX 15 1

Repositories

Showing 10 of 21 repositories

People

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