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Topic: "robustness-verification"

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: 27 days ago - Pushed at: 2 months ago - Stars: 306 - Forks: 87

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

verivital/nnv

Neural Network Verification Software Tool

Language: MATLAB - Size: 2.77 GB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 122 - Forks: 51

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

neu-autonomy/nfl_veripy

Formal Verification of Neural Feedback Loops (NFLs)

Language: Python - Size: 66.4 MB - Last synced at: 28 days ago - Pushed at: 8 months ago - Stars: 79 - Forks: 15

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

shizhouxing/Robustness-Verification-for-Transformers

[ICLR 2020] Code for paper "Robustness Verification for Transformers"

Language: Python - Size: 57.6 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 26 - Forks: 2

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

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

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/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

dynaroars/neuralsat

DPLL(T)-based Verification tool for DNNs

Language: Python - Size: 627 MB - Last synced at: about 2 hours ago - Pushed at: about 3 hours ago - Stars: 15 - Forks: 1

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

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

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: about 2 months ago - Pushed at: about 2 months ago - Stars: 3 - Forks: 1

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

shizhouxing/ViT_vnncomp2023

Benchmark for formally verifying ViTs

Language: Python - Size: 19.8 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

AI4LIFE-GROUP/average-case-robustness

Characterizing Data Point Vulnerability via Average-Case Robustness, UAI 2024

Language: Python - Size: 38.9 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

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

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: about 1 month ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

Related Topics
robustness 10 adversarial-machine-learning 7 neural-networks 4 neural-network 4 deep-learning 4 formal-verification 3 adversarial-examples 3 adversarial-attacks 3 reachability-analysis 2 neural-network-verification 2 robustness-experiments 2 paper 2 deep-neural-networks 2 adversarial-robustness 2 complete-verification 2 evolutionary-algorithm 2 ibp-bounds 2 crown-bounds 2 adversarial-defense 2 differential-evolution 1 dual-quality-assessment 1 danilo-vasconcellos-vargas 1 pixel-attack 1 cmaes 1 adversarial-search 1 adversarial-defence 1 adversarial-attack 1 neuroevolution 1 neuralnetworks 1 neuralnetwork 1 neural-nets 1 software-verification 1 sat-solver 1 neural-network-veri 1 dpll 1 dnn-verification 1 ai-safety 1 ai-assurance 1 abstraction 1 crown-bound 1 certified-defense-models 1 pyscipopt 1 linear-programming 1 transformers 1 robotics 1 control-systems 1 security 1 randomized-smoothing 1 multivariate-normal-distribution 1 threshold-attack 1 shashank-kotyan 1 robustness-assessment 1 neural-architecture-search 1 robustness-certification 1 recurjac 1 lipschitz-constant 1 jacobian-bounds 1 branch-and-bound 1 xgboost 1 gbm 1 gbdt-model 1 gbdt 1 robust-optimization 1 nearest-prototype-classifiers 1 nearest-neighbours-classifier 1 adversarial-learning 1 verified-errors 1 crown-ibp 1 vision-transformers 1 quantitative-verification 1 convex-optimization 1 evolutionary-strategy 1 evolutionary-computation 1 evolutionary-algorithms 1 evolution-strategies 1 architecture-search 1 verification 1 trustworthy-machine-learning 1 trustworthy-ai 1 safe-autonomy 1 safe-ai 1 reachability 1 neural-network-certification 1 hybrid-systems 1 formal-methods 1 cyber-physical-systems 1 cyber-physical 1 autonomy 1 assured-autonomy 1