sokcertifiedrobustness / VeriGauge-deprecated
☆11Updated 2 years ago
Related projects ⓘ
Alternatives and complementary repositories for VeriGauge-deprecated
- A united toolbox for running major robustness verification approaches for DNNs. [S&P 2023]☆88Updated last year
- Official implementation for Training Certifiably Robust Neural Networks with Efficient Local Lipschitz Bounds (NeurIPS, 2021).☆22Updated 2 years ago
- The official repo for GCP-CROWN paper☆12Updated 2 years ago
- This repo keeps track of popular provable training and verification approaches towards robust neural networks, including leaderboards on …☆99Updated 2 years ago
- Repository for Knowledge Enhanced Machine Learning Pipeline (KEMLP)☆10Updated 3 years ago
- [CCS 2021] TSS: Transformation-specific smoothing for robustness certification☆21Updated last year
- [NeurIPS 2021] Fast Certified Robust Training with Short Warmup☆23Updated last year
- Implementation of Confidence-Calibrated Adversarial Training (CCAT).☆45Updated 4 years ago
- Library for training globally-robust neural networks.☆28Updated last year
- Fighting Gradients with Gradients: Dynamic Defenses against Adversarial Attacks☆37Updated 3 years ago
- MACER: MAximizing CErtified Radius (ICLR 2020)☆28Updated 4 years ago
- Code for "On Adaptive Attacks to Adversarial Example Defenses"☆85Updated 3 years ago
- Code and data for the ICLR 2021 paper "Perceptual Adversarial Robustness: Defense Against Unseen Threat Models".☆54Updated 2 years ago
- [ICLR 2022] Boosting Randomized Smoothing with Variance Reduced Classifiers☆12Updated 2 years ago
- Code relative to "Adversarial robustness against multiple and single $l_p$-threat models via quick fine-tuning of robust classifiers"☆16Updated last year
- CROWN: A Neural Network Verification Framework for Networks with General Activation Functions☆38Updated 5 years ago
- ☆11Updated 4 years ago
- [ICLR 2021] "Robust Overfitting may be mitigated by properly learned smoothening" by Tianlong Chen*, Zhenyu Zhang*, Sijia Liu, Shiyu Chan…☆46Updated 2 years ago
- the paper "Geometry-aware Instance-reweighted Adversarial Training" ICLR 2021 oral☆57Updated 3 years ago
- Repository for Certified Defenses for Adversarial Patch ICLR-2020☆32Updated 4 years ago
- Code for Stability Training with Noise (STN)☆21Updated 3 years ago
- A Closer Look at Accuracy vs. Robustness☆88Updated 3 years ago
- ☆21Updated last year
- Adversarial Distributional Training (NeurIPS 2020)☆61Updated 3 years ago
- On the effectiveness of adversarial training against common corruptions [UAI 2022]☆30Updated 2 years ago
- Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTor…☆93Updated 3 years ago
- Adversarial Defense for Ensemble Models (ICML 2019)☆61Updated 3 years ago
- ☆32Updated 2 months ago
- ☆16Updated 2 years ago
- code release for "Unrolling SGD: Understanding Factors Influencing Machine Unlearning" published at EuroS&P'22☆22Updated 2 years ago