Zinoex / bound_propagation
Linear and interval bound propagation in Pytorch with easy-to-use API and GPU support.
☆7Updated 8 months ago
Related projects ⓘ
Alternatives and complementary repositories for bound_propagation
- A united toolbox for running major robustness verification approaches for DNNs. [S&P 2023]☆87Updated last year
- [NeurIPS 2022] Code for paper "Efficiently Computing Local Lipschitz Constants of Neural Networks via Bound Propagation"☆22Updated 11 months ago
- OVAL framework for BaB-based Neural Network Verification☆13Updated 8 months ago
- The official repo for GCP-CROWN paper☆12Updated 2 years ago
- β-CROWN: Efficient Bound Propagation with Per-neuron Split Constraints for Neural Network Verification☆30Updated 3 years ago
- [ICLR 2020] Code for paper "Robustness Verification for Transformers"☆26Updated 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
- CROWN: A Neural Network Robustness Certification Algorithm for General Activation Functions (This repository is outdated; use https://git…☆16Updated 5 years ago
- Reference implementations for RecurJac, CROWN, FastLin and FastLip (Neural Network verification and robustness certification algorithms)…☆26Updated 4 years ago
- Fourth edition of VNN COMP (2023)☆16Updated last year
- [NeurIPS 2021] Fast Certified Robust Training with Short Warmup☆23Updated last year
- Evaluating Robustness of Neural Networks with Mixed Integer Programming☆113Updated 2 months ago
- VNN Neural Network Verification Competition 2021☆37Updated 3 years ago
- Benchmark for LP-relaxed robustness verification of ReLU-networks☆40Updated 5 years ago
- ☆12Updated last year
- Efficient Robustness Verification for ReLU networks (this repository is outdated, don't use; checkout our new implementation at https://g…☆30Updated 5 years ago
- Documentation and scripts related to the .nnet file format. This file format specifies a simple text file to define feed-forward, fully-c…☆40Updated last year
- CROWN: A Neural Network Verification Framework for Networks with General Activation Functions☆38Updated 5 years ago
- Code for paper "Fast and Complete: Enabling Complete Neural Network Verification with Rapid and Massively Parallel Incomplete Verifiers"☆17Updated last year
- Official implementation for Training Certifiably Robust Neural Networks with Efficient Local Lipschitz Bounds (NeurIPS, 2021).☆22Updated 2 years ago
- PLANET: a Piece-wise LineAr feed-forward NEural network verification Tool☆42Updated 5 years ago
- This repository contains a simple implementation of Interval Bound Propagation (IBP) using TensorFlow: https://arxiv.org/abs/1810.12715☆152Updated 4 years ago
- Venus is a state-of-the-art sound and complete verification toolkit for Relu-based feed-forward neural networks. It can be used to check…☆13Updated 2 years ago
- Starter kit and data loading code for the Trojan Detection Challenge NeurIPS 2022 competition☆33Updated last year
- Attack AlphaZero Go agents (NeurIPS 2022)☆20Updated last year
- Certifying Geometric Robustness of Neural Networks☆15Updated last year
- Code of On L-p Robustness of Decision Stumps and Trees, ICML 2020☆10Updated 4 years ago
- Methods to soundly verify deep neural networks☆224Updated 10 months ago
- Neural Network Verification Software Tool☆112Updated last month
- Tensorflow implementation of Meta Adversarial Training for Adversarial Patch Attacks on Tiny ImageNet.☆25Updated 3 years ago