Verified Intelligence

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7 repositories

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)
neural-networks formal-verification robustness adversarial-examples adversarial-robustness robustness-verification neural-network-verification
Python
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Other
•65•262•23•0•Updated Jan 31, 2025Jan 31, 2025
auto_LiRPA
Public
auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs
robustness adversarial-machine-learning adversarial-examples adversarial-defense robustness-verification ibp-bounds crown-bound certified-defense-models
Python
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Other
•80•292•12•0•Updated Jan 19, 2025Jan 19, 2025
onnx2pytorch
Public
Customized onnx2pytorch package for alpha-beta-CROWN verifier. Original version at https://github.com/Talmaj/onnx2pytorch
Python
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Apache License 2.0
•0•2•0•0•Updated Jan 18, 2025Jan 18, 2025
CROWN-Reach
Public
A reachability analysis tool for neural network controlled system, based on the alpha-beta-CROWN framework
Python
•1•5•1•0•Updated Oct 4, 2024Oct 4, 2024
alpha-beta-CROWN_vnncomp2024
Public
Python
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Other
•0•0•0•0•Updated Aug 24, 2024Aug 24, 2024
Lyapunov_Stable_NN_Controllers
Public
Lyapunov-stable Neural Control for State and Output Feedback
neural-networks formal-verification neural-control lyapunov-stability neural-network-verification neural-lyapunov-function
Python
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MIT License
•14•60•0•0•Updated Jul 15, 2024Jul 15, 2024
alpha-beta-CROWN_vnncomp23
Public
Python
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BSD 3-Clause "New" or "Revised" License
•0•5•0•0•Updated Aug 10, 2023Aug 10, 2023