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robustness-verification

Here are 22 public repositories matching this topic...

verivital / nnv

Neural Network Verification Software Tool

neural-network verification reachability formal-methods hybrid-systems formal-verification cyber-physical autonomy cyber-physical-systems reachability-analysis robustness-verification trustworthy-machine-learning neural-network-verification trustworthy-ai safe-ai safe-autonomy neural-network-certification assured-autonomy

Updated Oct 9, 2024
MATLAB

dynaroars / neuralsat

DPLL(T)-based Verification tool for DNNs

abstraction sat-solver software-verification ai-safety robustness dpll adversarial-attacks robustness-verification dnn-verification ai-assurance neural-network-veri

Updated Nov 16, 2024
Python

neu-autonomy / nfl_veripy

Formal Verification of Neural Feedback Loops (NFLs)

deep-learning robotics neural-networks control-systems reachability-analysis adversarial-attacks robustness-verification

Updated Sep 12, 2024
Python

Verified-Intelligence / alpha-beta-CROWN

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

Updated Jul 22, 2024
Python

shizhouxing / ViT_vnncomp2023

Benchmark for formally verifying ViTs

formal-verification robustness-verification vision-transformers

Updated Jul 15, 2024
Python

AI4LIFE-GROUP / average-case-robustness

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

robustness adversarial-robustness robustness-verification randomized-smoothing multivariate-normal-distribution

Updated May 7, 2024
Python

Verified-Intelligence / auto_LiRPA

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

Updated Apr 13, 2024
Python

UQ-Trust-Lab / WraLU

An algorithm to calculate the convex hull of ReLU function for neural network verification.

neural-network formal-verification robustness-verification

Updated Feb 19, 2024
Python

shashankkotyan / RobustArchitectureSearch

This github repository contains the official code for the paper, "Evolving Robust Neural Architectures to Defend from Adversarial Attacks"

deep-neural-networks deep-learning neural-network paper neuroevolution neural-networks evolutionary-algorithms evolutionary-algorithm evolutionary-computation neuralnetwork neural-nets evolutionary-strategy robustness neuralnetworks evolution-strategies neural-architecture-search adversarial-machine-learning architecture-search robustness-verification robustness-experiments

Updated Dec 17, 2023
Python

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"

deep-neural-networks deep-learning neural-network paper differential-evolution adversarial-search evolutionary-algorithm robustness cmaes adversarial-machine-learning adversarial-defence adversarial-attack pixel-attack robustness-verification robustness-experiments threshold-attack dual-quality-assessment robustness-assessment danilo-vasconcellos-vargas shashank-kotyan

Updated Dec 17, 2023
Python

AI-secure / semantic-randomized-smoothing

[CCS 2021] TSS: Transformation-specific smoothing for robustness certification

security deep-learning robustness-verification

Updated Oct 3, 2023
Roff

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".

linear-programming neural-networks robustness-verification pyscipopt

Updated Jan 31, 2023
Jupyter Notebook

alwaysbyx / NN-verification

certifying robustness of neural network via convex optimization

convex-optimization robustness-verification

Updated Jan 18, 2023
Python

tcwangshiqi-columbia / GCP-CROWN

The official repo for GCP-CROWN paper

robustness adversarial-machine-learning robustness-verification complete-verification

Updated Sep 26, 2022

shizhouxing / Robustness-Verification-for-Transformers

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

transformers robustness-verification

Updated Sep 20, 2022
Python

sungyoon-lee / LossLandscapeMatters

[NeurIPS 2021] Towards Better Understanding of Training Certifiably Robust Models against Adversarial Examples | ⛰️⚠️

robustness smoothness adversarial-machine-learning adversarial-examples adversarial-attacks robustness-verification loss-landscape certified-defense certified-training

Updated Jul 11, 2022
Python

KaidiXu / Beta-CROWN

β-CROWN: Efficient Bound Propagation with Per-neuron Split Constraints for Neural Network Verification

branch-and-bound robustness adversarial-machine-learning robustness-verification complete-verification

Updated Nov 9, 2021

huanzhang12 / CROWN-IBP

Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTorch).

robustness adversarial-machine-learning adversarial-examples adversarial-defense robustness-verification crown-ibp ibp-bounds crown-bounds verified-errors

Updated Jun 7, 2021
Python

teobaluta / provero

Sampling-based Scalable Quantitative Verification for DNNs

robustness robustness-verification quantitative-verification

Updated Mar 27, 2021
Python

saralajew / robust_NPCs

Fast Adversarial Robustness Certification of Nearest Prototype Classifiers for Arbitrary Seminorms [NeurIPS 2020]

robust-optimization adversarial-learning nearest-neighbours-classifier robustness-verification nearest-prototype-classifiers

Updated Nov 3, 2020
Python

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