AI-secure / Certified-Robustness-SoK-OldverLinks
This repo keeps track of popular provable training and verification approaches towards robust neural networks, including leaderboards on popular datasets and paper categorization.
☆98Updated 3 years ago
Alternatives and similar repositories for Certified-Robustness-SoK-Oldver
Users that are interested in Certified-Robustness-SoK-Oldver are comparing it to the libraries listed below
Sorting:
- A united toolbox for running major robustness verification approaches for DNNs. [S&P 2023]☆90Updated 2 years ago
- Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTor…☆98Updated 4 years ago
- Code for "On Adaptive Attacks to Adversarial Example Defenses"☆87Updated 4 years ago
- A unified benchmark problem for data poisoning attacks☆160Updated 2 years ago
- Code for paper "Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality".☆125Updated 4 years ago
- Code of On L-p Robustness of Decision Stumps and Trees, ICML 2020☆10Updated 5 years ago
- ☆66Updated 6 years ago
- Attacking a dog vs fish classification that uses transfer learning inceptionV3☆71Updated 7 years ago
- [CCS 2021] TSS: Transformation-specific smoothing for robustness certification☆26Updated 2 years ago
- Code for Stability Training with Noise (STN)☆22Updated 4 years ago
- The code is for our NeurIPS 2019 paper: https://arxiv.org/abs/1910.04749☆34Updated 5 years ago
- ☆11Updated 3 years ago
- ZOO: Zeroth Order Optimization based Black-box Attacks to Deep Neural Networks☆169Updated 4 years ago
- Blackbox attacks for deep neural network models☆70Updated 7 years ago
- [NeurIPS'20 Oral] DVERGE: Diversifying Vulnerabilities for Enhanced Robust Generation of Ensembles☆55Updated 3 years ago
- Provable adversarial robustness at ImageNet scale☆402Updated 6 years ago
- Craft poisoned data using MetaPoison☆53Updated 4 years ago
- MACER: MAximizing CErtified Radius (ICLR 2020)☆30Updated 5 years ago
- ☆57Updated 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
- ☆149Updated last year
- ☆32Updated last year
- Codes for reproducing the black-box adversarial attacks in “ZOO: Zeroth Order Optimization based Black-box Attacks to Deep Neural Network…☆63Updated 6 years ago
- CLEVER (Cross-Lipschitz Extreme Value for nEtwork Robustness) is a robustness metric for deep neural networks☆63Updated 4 years ago
- Witches' Brew: Industrial Scale Data Poisoning via Gradient Matching☆110Updated last year
- Code and data for the ICLR 2021 paper "Perceptual Adversarial Robustness: Defense Against Unseen Threat Models".☆56Updated 3 years ago
- Interval attacks (adversarial ML)☆21Updated 6 years ago
- Semisupervised learning for adversarial robustness https://arxiv.org/pdf/1905.13736.pdf☆142Updated 5 years ago
- [NeurIPS 2021] Fast Certified Robust Training with Short Warmup☆25Updated 4 months ago