A certifiable defense against adversarial examples by training neural networks to be provably robust
☆220Jul 25, 2024Updated last year
Alternatives and similar repositories for diffai
Users that are interested in diffai are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ETH Robustness Analyzer for Deep Neural Networks☆344Jan 27, 2023Updated 3 years ago
- Learning Certified Individually Fair Representations☆24Nov 7, 2020Updated 5 years ago
- All code for the Piecewise Linear Neural Networks verification: A comparative study paper☆35Nov 7, 2018Updated 7 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
- Benchmark for LP-relaxed robustness verification of ReLU-networks☆41Apr 24, 2019Updated 6 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- This repository contains a simple implementation of Interval Bound Propagation (IBP) using TensorFlow: https://arxiv.org/abs/1810.12715☆161Dec 20, 2019Updated 6 years ago
- Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTor…☆97Jun 7, 2021Updated 4 years ago
- A method for training neural networks that are provably robust to adversarial attacks. [IJCAI 2019]☆10Sep 3, 2019Updated 6 years ago
- Safety Verification of Deep Neural Networks☆50Feb 5, 2018Updated 8 years ago
- Convex Layerwise Adversarial Training (COLT)☆29Jan 13, 2021Updated 5 years ago
- A method for training neural networks that are provably robust to adversarial attacks.☆391Feb 16, 2022Updated 4 years ago
- Neural Network Enumeration Tool☆34Jan 8, 2026Updated 3 months ago
- ELINA: ETH LIbrary for Numerical Analysis☆137Apr 7, 2023Updated 3 years ago
- Efficient Robustness Verification for ReLU networks (this repository is outdated, don't use; checkout our new implementation at https://g…☆30Nov 1, 2019Updated 6 years ago
- DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Geometric Certifications of Neural Nets☆42Nov 22, 2022Updated 3 years ago
- Code for our NeurIPS 2019 *spotlight* "Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers"☆227Nov 9, 2019Updated 6 years ago
- [CCS 2021] TSS: Transformation-specific smoothing for robustness certification☆26Oct 3, 2023Updated 2 years ago
- Certifying Geometric Robustness of Neural Networks☆16Mar 24, 2023Updated 3 years ago
- SyReNN: Symbolic Representations for Neural Networks☆41Mar 20, 2023Updated 3 years ago
- ☆31Aug 18, 2025Updated 7 months ago
- Public code for a paper "Lipschitz-Margin Training: Scalable Certification of Perturbation Invariance for Deep Neural Networks."☆35Dec 18, 2018Updated 7 years ago
- A Python library for learning and verification of neural networks and other machine learning models☆14Sep 18, 2025Updated 6 months 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
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- Automated Analysis Framework for Simulink/Stateflow☆15Jul 25, 2023Updated 2 years ago
- Randomized Smoothing of All Shapes and Sizes (ICML 2020).☆51Jul 23, 2020Updated 5 years ago
- ☆87Jul 25, 2024Updated last year
- [ICML 2019, 20 min long talk] Robust Decision Trees Against Adversarial Examples☆69Jul 12, 2025Updated 8 months ago
- PLANET: a Piece-wise LineAr feed-forward NEural network verification Tool☆43Feb 5, 2019Updated 7 years ago
- [ICLR 2020] Code for paper "Robustness Verification for Transformers"☆26Nov 26, 2024Updated last year
- Provable adversarial robustness at ImageNet scale☆410May 20, 2019Updated 6 years ago
- ☆104Jul 8, 2020Updated 5 years ago
- ☆17Aug 2, 2022Updated 3 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Repository for Certified Defenses for Adversarial Patch ICLR-2020☆34Sep 18, 2020Updated 5 years ago
- An Algorithm to Quantify Robustness of Recurrent Neural Networks☆49Apr 24, 2020Updated 5 years ago
- Reachability Analysis of Deep Neural Networks with Provable Guarantees☆36Feb 25, 2020Updated 6 years ago
- VerifAI is a software toolkit for the formal design and analysis of systems that include artificial intelligence (AI) and machine learnin…☆212Jan 19, 2026Updated 2 months ago
- Concolic Testing for Deep Neural Networks☆119Jul 16, 2021Updated 4 years ago
- Semisupervised learning for adversarial robustness https://arxiv.org/pdf/1905.13736.pdf☆140Mar 30, 2020Updated 6 years ago
- ☆14Mar 25, 2023Updated 3 years ago