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@Verified-Intelligence

Verified Intelligence

Formal verification tools for AI. Led by Prof. Huan Zhang at UIUC

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  1. alpha-beta-CROWN alpha-beta-CROWN Public

    alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, 2023, 2024, 2025)

    Python 393 97

  2. auto_LiRPA auto_LiRPA Public

    auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs

    Python 352 107

  3. Lyapunov_Stable_NN_Controllers Lyapunov_Stable_NN_Controllers Public

    Lyapunov-stable Neural Control for State and Output Feedback

    Python 93 23

  4. CROWN-Reach CROWN-Reach Public

    A reachability analysis tool for neural network controlled system, based on the alpha-beta-CROWN framework

    Python 10 2

  5. abCROWN_Control_Tutorial abCROWN_Control_Tutorial Public

    Guidance and examples for using auto_LiRPA and alpha-beta-CROWN in control research

    Jupyter Notebook 10 1

  6. Two-Stage_Neural_Controller_Training Two-Stage_Neural_Controller_Training Public

    Two-Stage Learning of Stabilizing Neural Controllers via Zubov Sampling and Iterative Domain Expansion

    Python 8 2

Repositories

Showing 10 of 11 repositories
  • auto_LiRPA Public

    auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs

    Verified-Intelligence/auto_LiRPA's past year of commit activity
    Python 352 107 18 2 Updated Jul 17, 2026
  • onnx2pytorch Public

    Customized onnx2pytorch package for alpha-beta-CROWN verifier. Original version at https://github.com/Talmaj/onnx2pytorch

    Verified-Intelligence/onnx2pytorch's past year of commit activity
    Python 4 Apache-2.0 3 0 1 Updated Jun 27, 2026
  • abCROWN_Control_Tutorial Public

    Guidance and examples for using auto_LiRPA and alpha-beta-CROWN in control research

    Verified-Intelligence/abCROWN_Control_Tutorial's past year of commit activity
    Jupyter Notebook 10 1 0 0 Updated Jun 17, 2026
  • alpha-beta-CROWN Public

    alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, 2023, 2024, 2025)

    Verified-Intelligence/alpha-beta-CROWN's past year of commit activity
    Python 393 97 40 0 Updated Jun 16, 2026
  • CROWN-Reach Public

    A reachability analysis tool for neural network controlled system, based on the alpha-beta-CROWN framework

    Verified-Intelligence/CROWN-Reach's past year of commit activity
    Python 10 2 1 0 Updated May 14, 2026
  • Clip_and_Verify Public

    The repo for the paper Clip-and-Verify: Linear Constraint-Driven Domain Clipping for Accelerating Neural Network Verification

    Verified-Intelligence/Clip_and_Verify's past year of commit activity
    Python 4 MIT 0 0 0 Updated Dec 10, 2025
  • Two-Stage_Neural_Controller_Training Public

    Two-Stage Learning of Stabilizing Neural Controllers via Zubov Sampling and Iterative Domain Expansion

    Verified-Intelligence/Two-Stage_Neural_Controller_Training's past year of commit activity
    Python 8 MIT 2 1 1 Updated Sep 27, 2025
  • Verified-Intelligence/alpha-beta-CROWN_vnncomp2025's past year of commit activity
    Python 1 0 0 0 Updated Sep 17, 2025
  • Verified-Intelligence/alpha-beta-CROWN_vnncomp2024's past year of commit activity
    Python 2 4 0 0 Updated Aug 24, 2024
  • Lyapunov_Stable_NN_Controllers Public

    Lyapunov-stable Neural Control for State and Output Feedback

    Verified-Intelligence/Lyapunov_Stable_NN_Controllers's past year of commit activity
    Python 93 MIT 23 0 0 Updated Jul 15, 2024

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