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@Verified-Intelligence

Verified Intelligence

Formal verification tools for AI. Led by Prof. Huan Zhang at UIUC, developed by a multi-institutional team from UIUC/CMU/UCLA/Drexel/Colombia

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  1. auto_LiRPA auto_LiRPA Public

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

    Python 288 75

  2. 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, and 2024)

    Python 247 60

  3. Lyapunov_Stable_NN_Controllers Lyapunov_Stable_NN_Controllers Public

    Lyapunov-stable Neural Control for State and Output Feedback

    Python 57 14

  4. alpha-beta-CROWN_vnncomp23 alpha-beta-CROWN_vnncomp23 Public

    Python 5

  5. CROWN-Reach CROWN-Reach Public

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

    Python 5 1

  6. alpha-beta-CROWN_vnncomp2024 alpha-beta-CROWN_vnncomp2024 Public

    Python

Repositories

Showing 6 of 6 repositories
  • 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 5 1 1 0 Updated Oct 4, 2024
  • Verified-Intelligence/alpha-beta-CROWN_vnncomp2024’s past year of commit activity
    Python 0 0 0 0 Updated Aug 24, 2024
  • alpha-beta-CROWN Public

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

    Verified-Intelligence/alpha-beta-CROWN’s past year of commit activity
    Python 247 60 24 0 Updated Jul 22, 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 57 MIT 14 0 0 Updated Jul 15, 2024
  • 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 288 75 25 1 Updated Apr 13, 2024
  • Verified-Intelligence/alpha-beta-CROWN_vnncomp23’s past year of commit activity
    Python 5 BSD-3-Clause 0 0 0 Updated Aug 10, 2023