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auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs
Created
2020-03-02
24 commits to master branch, last one 7 months ago
alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, 2023, and 2024)
Created
2021-06-29
37 commits to main branch, last one 4 months ago
Neural Network Verification Software Tool
safe-ai
autonomy
reachability
verification
safe-autonomy
cyber-physical
formal-methods
hybrid-systems
neural-network
trustworthy-ai
assured-autonomy
formal-verification
reachability-analysis
cyber-physical-systems
robustness-verification
neural-network-verification
neural-network-certification
trustworthy-machine-learning
Created
2018-08-20
1,821 commits to master branch, last one about a month ago
Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTorch).
Created
2019-06-05
12 commits to master branch, last one 3 years ago
Formal Verification of Neural Feedback Loops (NFLs)
Created
2021-02-17
537 commits to release branch, last one 2 months ago