singlasahil14 / CONV-SVLinks
A fast and efficient way to compute a differentiable  bound on the singular values of convolution layers
☆12Updated 5 years ago
Alternatives and similar repositories for CONV-SV
Users that are interested in CONV-SV are comparing it to the libraries listed below
Sorting:
- Geometric Certifications of Neural Nets☆42Updated 2 years ago
- An empirical investigation of deep learning theory☆16Updated 6 years ago
- ☆38Updated 4 years ago
- A powerful white-box adversarial attack that exploits knowledge about the geometry of neural networks to find minimal adversarial perturb…☆12Updated 5 years ago
- The Full Spectrum of Deepnet Hessians at Scale: Dynamics with SGD Training and Sample Size☆17Updated 6 years ago
- Implementation of Methods Proposed in Preventing Gradient Attenuation in Lipschitz Constrained Convolutional Networks (NeurIPS 2019)☆35Updated 5 years ago
- Randomized Smoothing of All Shapes and Sizes (ICML 2020).☆51Updated 5 years ago
- ☆25Updated 5 years ago
- Code for the CVPR 2021 paper: Understanding Failures of Deep Networks via Robust Feature Extraction☆36Updated 3 years ago
- [JMLR] TRADES + random smoothing for certifiable robustness☆14Updated 5 years ago
- Implementations of orthogonal and semi-orthogonal convolutions in the Fourier domain with applications to adversarial robustness☆47Updated 4 years ago
- ☆30Updated 5 years ago
- Learning perturbation sets for robust machine learning☆65Updated 4 years ago
- Code for the paper "Understanding Generalization through Visualizations"☆64Updated 4 years ago
- Public Codebase for Rethinking Parameter Counting: Effective Dimensionality Revisited☆37Updated 2 years ago
- ☆55Updated 5 years ago
- ☆88Updated last year
- A Closer Look at Accuracy vs. Robustness☆88Updated 4 years ago
- This code reproduces the results of the paper, "Measuring Data Leakage in Machine-Learning Models with Fisher Information"☆50Updated 4 years ago
- Monotone operator equilibrium networks☆53Updated 5 years ago
- Distributional and Outlier Robust Optimization (ICML 2021)☆28Updated 4 years ago
- ☆47Updated 5 years ago
- Fine-grained ImageNet annotations☆30Updated 5 years ago
- ☆34Updated 4 years ago
- ☆34Updated 4 years ago
- Pytorch optimizers implementing Hilbert Constrained Gradient Descent☆19Updated 6 years ago
- Benchmark for LP-relaxed robustness verification of ReLU-networks☆42Updated 6 years ago
- Provable Robustness of ReLU networks via Maximization of Linear Regions [AISTATS 2019]☆31Updated 5 years ago
- SGD and Ordered SGD codes for deep learning, SVM, and logistic regression☆36Updated 5 years ago
- Tilted Empirical Risk Minimization (ICLR '21)☆60Updated last year