Zinoex / bound_propagationLinks
Linear and interval bound propagation in Pytorch with easy-to-use API and GPU support.
☆9Updated last month
Alternatives and similar repositories for bound_propagation
Users that are interested in bound_propagation are comparing it to the libraries listed below
Sorting:
- β-CROWN: Efficient Bound Propagation with Per-neuron Split Constraints for Neural Network Verification☆29Updated 3 years ago
- Methods to soundly verify deep neural networks☆228Updated last month
- Reference implementations for RecurJac, CROWN, FastLin and FastLip (Neural Network verification and robustness certification algorithms)…☆26Updated 5 years ago
- Fourth edition of VNN COMP (2023)☆16Updated 2 years ago
- Benchmarks for the VNN Comp 2023☆16Updated last year
- Documentation and scripts related to the .nnet file format. This file format specifies a simple text file to define feed-forward, fully-c…☆40Updated 3 months ago
- The official repo for GCP-CROWN paper☆13Updated 2 years ago
- VNN Neural Network Verification Competition 2021☆36Updated 3 years ago
- Certifying Geometric Robustness of Neural Networks☆16Updated 2 years ago
- CROWN: A Neural Network Robustness Certification Algorithm for General Activation Functions (This repository is outdated; use https://git…☆16Updated 6 years ago
- [NeurIPS 2022] Code for paper "Efficiently Computing Local Lipschitz Constants of Neural Networks via Bound Propagation"☆24Updated last year
- Evaluating Robustness of Neural Networks with Mixed Integer Programming☆117Updated last month
- OVAL framework for BaB-based Neural Network Verification☆15Updated last week
- 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…☆96Updated 4 years ago
- PLANET: a Piece-wise LineAr feed-forward NEural network verification Tool☆42Updated 6 years ago
- ☆12Updated 2 years ago
- ☆18Updated 6 years ago
- ☆17Updated 2 years ago
- Benchmark for LP-relaxed robustness verification of ReLU-networks☆41Updated 6 years ago
- A bot for playing Texas Hold'em over Discord☆13Updated 3 years ago
- Efficient Robustness Verification for ReLU networks (this repository is outdated, don't use; checkout our new implementation at https://g…☆30Updated 5 years ago
- Learning Security Classifiers with Verified Global Robustness Properties (CCS'21) https://arxiv.org/pdf/2105.11363.pdf☆28Updated 3 years ago
- A Framework for Deep Neural Network Verification☆56Updated 6 months ago
- Code for paper "Fast and Complete: Enabling Complete Neural Network Verification with Rapid and Massively Parallel Incomplete Verifiers"☆17Updated 2 years ago
- Library for training globally-robust neural networks.☆28Updated last year
- The library for symbolic interval☆21Updated 5 years ago
- This repository contains a simple implementation of Interval Bound Propagation (IBP) using TensorFlow: https://arxiv.org/abs/1810.12715☆160Updated 5 years ago
- [ICLR 2020] Code for paper "Robustness Verification for Transformers"☆27Updated 7 months ago
- Sherlock is a tool for output range anaylsis of Deep Neural Networks with ReLU activation units.☆28Updated 5 years ago