This repository contains a simple implementation of Interval Bound Propagation (IBP) using TensorFlow: https://arxiv.org/abs/1810.12715
☆160Dec 20, 2019Updated 6 years ago
Alternatives and similar repositories for interval-bound-propagation
Users that are interested in interval-bound-propagation are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTor…☆98Jun 7, 2021Updated 4 years ago
- [ICLR 2020] Code for paper "Robustness Verification for Transformers"☆27Nov 26, 2024Updated last year
- Efficient Robustness Verification for ReLU networks (this repository is outdated, don't use; checkout our new implementation at https://g…☆30Nov 1, 2019Updated 6 years ago
- All code for the Piecewise Linear Neural Networks verification: A comparative study paper☆35Nov 7, 2018Updated 7 years ago
- Provable adversarial robustness at ImageNet scale☆407May 20, 2019Updated 6 years ago
- An Algorithm to Quantify Robustness of Recurrent Neural Networks☆49Apr 24, 2020Updated 5 years ago
- A method for training neural networks that are provably robust to adversarial attacks.☆391Feb 16, 2022Updated 4 years ago
- auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs☆339Feb 3, 2026Updated last month
- The library for symbolic interval☆22Jun 23, 2020Updated 5 years ago
- Official repository for Jia, Raghunathan, Göksel, and Liang, "Certified Robustness to Adversarial Word Substitutions" (EMNLP 2019)☆38Dec 30, 2019Updated 6 years ago
- ETH Robustness Analyzer for Deep Neural Networks☆343Jan 27, 2023Updated 3 years ago
- Implementation of GNN ReLU branching strategies☆10Feb 13, 2021Updated 5 years ago
- ☆26Feb 15, 2023Updated 3 years ago
- A united toolbox for running major robustness verification approaches for DNNs. [S&P 2023]☆89Mar 24, 2023Updated 3 years ago
- A certifiable defense against adversarial examples by training neural networks to be provably robust☆220Jul 25, 2024Updated last year
- Neural Network Verification Software Tool☆141Jan 22, 2026Updated 2 months ago
- ☆17Aug 2, 2022Updated 3 years ago
- Public code for a paper "Lipschitz-Margin Training: Scalable Certification of Perturbation Invariance for Deep Neural Networks."☆35Dec 18, 2018Updated 7 years ago
- OVAL framework for BaB-based Neural Network Verification☆17Dec 18, 2025Updated 3 months ago
- Interfaces for defining Robust ML models and precisely specifying the threat models under which they claim to be secure.☆62May 30, 2019Updated 6 years ago
- ☆19Nov 11, 2019Updated 6 years ago
- This repository contains the pytorch attempts to replicate the results from the recent DeepMind Paper, "On the Effectiveness of Interval …☆10May 27, 2019Updated 6 years ago
- Provably defending pretrained classifiers including the Azure, Google, AWS, and Clarifai APIs☆100Apr 2, 2021Updated 4 years ago
- [NeurIPS 2021] Fast Certified Robust Training with Short Warmup☆25Jun 7, 2025Updated 9 months ago
- The released code of ReluVal in USENIX Security 2018☆60Mar 4, 2020Updated 6 years ago
- The official repo for GCP-CROWN paper☆13Sep 26, 2022Updated 3 years ago
- ☆25May 6, 2021Updated 4 years ago
- [CCS 2021] TSS: Transformation-specific smoothing for robustness certification☆26Oct 3, 2023Updated 2 years ago
- SyReNN: Symbolic Representations for Neural Networks☆41Mar 20, 2023Updated 3 years ago
- Official implementation for Training Certifiably Robust Neural Networks with Efficient Local Lipschitz Bounds (NeurIPS, 2021).☆25Sep 4, 2022Updated 3 years ago
- Fourth edition of VNN COMP (2023)☆16Apr 12, 2023Updated 2 years ago
- The released code of Neurify in NIPS 2018☆51Dec 8, 2022Updated 3 years ago
- Code of On L-p Robustness of Decision Stumps and Trees, ICML 2020☆10Aug 3, 2020Updated 5 years ago
- CROWN: A Neural Network Robustness Certification Algorithm for General Activation Functions (This repository is outdated; use https://git…☆18Nov 29, 2018Updated 7 years ago
- Reference implementations for RecurJac, CROWN, FastLin and FastLip (Neural Network verification and robustness certification algorithms)…☆27Nov 23, 2019Updated 6 years ago
- This repo keeps track of popular provable training and verification approaches towards robust neural networks, including leaderboards on …☆97Oct 18, 2022Updated 3 years ago
- DL2 is a framework that allows training neural networks with logical constraints over numerical values in the network (e.g. inputs, out…☆87Jul 25, 2024Updated last year
- β-CROWN: Efficient Bound Propagation with Per-neuron Split Constraints for Neural Network Verification☆31Nov 9, 2021Updated 4 years ago
- Implementation code for the paper "Generating Natural Language Adversarial Examples"☆171Aug 30, 2019Updated 6 years ago