AI-secure / VeriGauge
A united toolbox for running major robustness verification approaches for DNNs. [S&P 2023]
☆88Updated 2 years ago
Alternatives and similar repositories for VeriGauge:
Users that are interested in VeriGauge are comparing it to the libraries listed below
- This repo keeps track of popular provable training and verification approaches towards robust neural networks, including leaderboards on …☆99Updated 2 years ago
- Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTor…☆92Updated 3 years ago
- Code for "On Adaptive Attacks to Adversarial Example Defenses"☆86Updated 4 years ago
- Library for training globally-robust neural networks.☆28Updated last year
- ☆11Updated 2 years ago
- The official repo for GCP-CROWN paper☆13Updated 2 years ago
- [CCS 2021] TSS: Transformation-specific smoothing for robustness certification☆25Updated last year
- CROWN: A Neural Network Verification Framework for Networks with General Activation Functions☆38Updated 6 years ago
- β-CROWN: Efficient Bound Propagation with Per-neuron Split Constraints for Neural Network Verification☆29Updated 3 years ago
- Official TensorFlow implementation of "Parsimonious Black-Box Adversarial Attacks via Efficient Combinatorial Optimization" (ICML 2019)☆40Updated 4 years ago
- [NeurIPS 2021] Fast Certified Robust Training with Short Warmup☆23Updated last year
- Repository for Certified Defenses for Adversarial Patch ICLR-2020☆32Updated 4 years ago
- Keeps track of popular provable training and verification approaches towards robust neural networks, including leaderboards on popular da…☆18Updated 9 months ago
- MACER: MAximizing CErtified Radius (ICLR 2020)☆28Updated 5 years ago
- Code of On L-p Robustness of Decision Stumps and Trees, ICML 2020☆10Updated 4 years ago
- The code is for our NeurIPS 2019 paper: https://arxiv.org/abs/1910.04749☆34Updated 5 years ago
- Code for paper "PatchGuard: A Provably Robust Defense against Adversarial Patches via Small Receptive Fields and Masking"☆66Updated 2 years ago
- ☆64Updated 4 years ago
- Fourth edition of VNN COMP (2023)☆16Updated last year
- Code for Stability Training with Noise (STN)☆21Updated 4 years ago
- Code for the paper "(De)Randomized Smoothing for Certifiable Defense against Patch Attacks" by Alexander Levine and Soheil Feizi.☆18Updated 2 years ago
- "Tight Certificates of Adversarial Robustness for Randomly Smoothed Classifiers" (NeurIPS 2019, previously called "A Stratified Approach …☆17Updated 5 years ago
- Convex Layerwise Adversarial Training (COLT)☆28Updated 4 years ago
- Attacking a dog vs fish classification that uses transfer learning inceptionV3☆70Updated 6 years ago
- [NeurIPS'20 Oral] DVERGE: Diversifying Vulnerabilities for Enhanced Robust Generation of Ensembles☆55Updated 3 years ago
- Code for ICML2019 Paper "On the Convergence and Robustness of Adversarial Training"☆34Updated 4 years ago
- ☆23Updated 3 years ago
- Interval attacks (adversarial ML)☆21Updated 5 years ago
- Codes for NeurIPS 2021 paper "Adversarial Neuron Pruning Purifies Backdoored Deep Models"☆57Updated last year
- CROWN: A Neural Network Robustness Certification Algorithm for General Activation Functions (This repository is outdated; use https://git…☆16Updated 6 years ago