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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 272 67

  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, and 2023)

    Python 220 51

  3. Lyapunov_Stable_NN_Controllers Lyapunov_Stable_NN_Controllers Public

    Lyapunov-stable Neural Control for State and Output Feedback

    Python 43 11

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

    Python 4

  5. CROWN-Reach CROWN-Reach Public

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

    Python 2

Repositories

Showing 5 of 5 repositories
  • 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 43 MIT 11 0 0 Updated Jul 15, 2024
  • 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 2 0 0 0 Updated Jul 3, 2024
  • alpha-beta-CROWN Public

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

    Verified-Intelligence/alpha-beta-CROWN’s past year of commit activity
    Python 220 51 20 0 Updated Jul 3, 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 272 67 29 1 Updated Apr 13, 2024
  • Verified-Intelligence/alpha-beta-CROWN_vnncomp23’s past year of commit activity
    Python 4 BSD-3-Clause 0 0 0 Updated Aug 10, 2023

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