arobey1 / mbrdl
Repository for reproducing `Model-Based Robust Deep Learning`
☆16Updated 4 years ago
Alternatives and similar repositories for mbrdl:
Users that are interested in mbrdl are comparing it to the libraries listed below
- Distributional and Outlier Robust Optimization (ICML 2021)☆26Updated 3 years ago
- Geometric Certifications of Neural Nets☆41Updated 2 years ago
- Benchmark for LP-relaxed robustness verification of ReLU-networks☆41Updated 6 years ago
- Mixed integer programming for computing lipschitz constants of ReLU Networks☆16Updated 2 years ago
- Source code of "Hold me tight! Influence of discriminative features on deep network boundaries"☆22Updated 3 years ago
- Codebase for "Exploring the Landscape of Spatial Robustness" (ICML'19, https://arxiv.org/abs/1712.02779).☆26Updated 5 years ago
- Official implementation for Training Certifiably Robust Neural Networks with Efficient Local Lipschitz Bounds (NeurIPS, 2021).☆23Updated 2 years ago
- A powerful white-box adversarial attack that exploits knowledge about the geometry of neural networks to find minimal adversarial perturb…☆12Updated 4 years ago
- Implementation of Confidence-Calibrated Adversarial Training (CCAT).☆45Updated 4 years ago
- A modern look at the relationship between sharpness and generalization [ICML 2023]☆43Updated last year
- [JMLR] TRADES + random smoothing for certifiable robustness☆14Updated 4 years ago
- ☆34Updated 4 years ago
- ☆20Updated 4 years ago
- ☆16Updated 3 years ago
- ☆38Updated 3 years ago
- Contains code for the NeurIPS 2020 paper by Pan et al., "Continual Deep Learning by FunctionalRegularisation of Memorable Past"☆44Updated 4 years ago
- Provable Robustness of ReLU networks via Maximization of Linear Regions [AISTATS 2019]☆32Updated 4 years ago
- ☆34Updated 3 years ago
- Variational Reinforcement Learning☆16Updated 9 months ago
- ☆54Updated 4 years ago
- ☆8Updated 4 years ago
- NeurIPS 2021, Code for Measuring Generalization with Optimal Transport☆28Updated 3 years ago
- A Closer Look at Accuracy vs. Robustness☆88Updated 3 years ago
- Neural Fixed-Point Acceleration for Convex Optimization☆29Updated 2 years ago
- The official repo for GCP-CROWN paper☆13Updated 2 years ago
- [ICML'20] Multi Steepest Descent (MSD) for robustness against the union of multiple perturbation models.☆26Updated 9 months ago
- An empirical investigation of deep learning theory☆16Updated 5 years ago
- Source code for paper Conservative Uncertainty Estimation By Fitting Prior Networks (ICLR 2020)☆21Updated 2 years ago
- [ICLR'22] Self-supervised learning optimally robust representations for domain shift.☆23Updated 3 years ago
- CROWN: A Neural Network Verification Framework for Networks with General Activation Functions☆38Updated 6 years ago