GitHub topics: robustness-verification
UQ-Trust-Lab/WraLU
An algorithm to calculate the convex hull of ReLU function for neural network verification.
Language: Python - Size: 2.99 MB - Last synced at: 25 days ago - Pushed at: 25 days ago - Stars: 3 - Forks: 1

verivital/nnv
Neural Network Verification Software Tool
Language: MATLAB - Size: 2.77 GB - Last synced at: 25 days ago - Pushed at: 25 days ago - Stars: 122 - Forks: 51

Verified-Intelligence/auto_LiRPA
auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs
Language: Python - Size: 33.2 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 299 - Forks: 84

dynaroars/neuralsat
DPLL(T)-based Verification tool for DNNs
Language: Python - Size: 628 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 14 - Forks: 0

neu-autonomy/nfl_veripy
Formal Verification of Neural Feedback Loops (NFLs)
Language: Python - Size: 66.4 MB - Last synced at: 2 months ago - Pushed at: 7 months ago - Stars: 78 - Forks: 15

shizhouxing/Robustness-Verification-for-Transformers
[ICLR 2020] Code for paper "Robustness Verification for Transformers"
Language: Python - Size: 57.6 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 26 - Forks: 2

shizhouxing/ViT_vnncomp2023
Benchmark for formally verifying ViTs
Language: Python - Size: 19.8 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

Verified-Intelligence/alpha-beta-CROWN
alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, and 2023)
Language: Python - Size: 70.4 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 202 - Forks: 46

AI4LIFE-GROUP/average-case-robustness
Characterizing Data Point Vulnerability via Average-Case Robustness, UAI 2024
Language: Python - Size: 38.9 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

AI-secure/semantic-randomized-smoothing
[CCS 2021] TSS: Transformation-specific smoothing for robustness certification
Language: Roff - Size: 3.35 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 20 - Forks: 3

shashankkotyan/DualQualityAssessment
This github repository contains the official code for the papers, "Robustness Assessment for Adversarial Machine Learning: Problems, Solutions and a Survey of Current Neural Networks and Defenses" and "One Pixel Attack for Fooling Deep Neural Networks"
Language: Python - Size: 44.9 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

shashankkotyan/RobustArchitectureSearch
This github repository contains the official code for the paper, "Evolving Robust Neural Architectures to Defend from Adversarial Attacks"
Language: Python - Size: 25.4 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 18 - Forks: 1

teobaluta/provero
Sampling-based Scalable Quantitative Verification for DNNs
Language: Python - Size: 417 KB - Last synced at: about 1 year ago - Pushed at: about 4 years ago - Stars: 4 - Forks: 1

huanzhang12/CROWN-IBP
Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTorch).
Language: Python - Size: 88.9 KB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 87 - Forks: 13

KaidiXu/Beta-CROWN
β-CROWN: Efficient Bound Propagation with Per-neuron Split Constraints for Neural Network Verification
Size: 10.5 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 27 - Forks: 6

huanzhang12/RecurJac-and-CROWN
Reference implementations for RecurJac, CROWN, FastLin and FastLip (Neural Network verification and robustness certification algorithms) [Do not use this repo, use https://github.com/Verified-Intelligence/auto_LiRPA instead]
Language: Python - Size: 74.2 KB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 25 - Forks: 6

tcwangshiqi-columbia/GCP-CROWN
The official repo for GCP-CROWN paper
Size: 5.86 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 10 - Forks: 0

chenhongge/treeVerification
[NeurIPS 2019] H. Chen*, H. Zhang*, S. Si, Y. Li, D. Boning and C.-J. Hsieh, Robustness Verification of Tree-based Models (*equal contribution)
Language: C++ - Size: 869 KB - Last synced at: over 1 year ago - Pushed at: almost 6 years ago - Stars: 21 - Forks: 6

BjoernLudwigPTB/lp_nn_robustness_verification
This code base is intended to serve as a starting point for interested researchers or practitioners to extend or apply the robustness verification portion of the author's Master's thesis " GUM-compliant neural-network robustness verification".
Language: Jupyter Notebook - Size: 2.09 MB - Last synced at: 9 days ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

alwaysbyx/NN-verification
certifying robustness of neural network via convex optimization
Language: Python - Size: 7.99 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 0

saralajew/robust_NPCs
Fast Adversarial Robustness Certification of Nearest Prototype Classifiers for Arbitrary Seminorms [NeurIPS 2020]
Language: Python - Size: 65 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0
