An awesome list of papers on privacy attacks against machine learning
☆633Mar 18, 2024Updated 2 years ago
Alternatives and similar repositories for awesome-ml-privacy-attacks
Users that are interested in awesome-ml-privacy-attacks are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Privacy Meter: An open-source library to audit data privacy in statistical and machine learning algorithms.☆707Apr 26, 2025Updated 11 months ago
- ☆372Apr 8, 2026Updated last week
- ☆46Nov 10, 2019Updated 6 years ago
- Code for the paper: Label-Only Membership Inference Attacks☆67Sep 11, 2021Updated 4 years ago
- Systematic Evaluation of Membership Inference Privacy Risks of Machine Learning Models☆132Apr 9, 2024Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Code for "Neural Network Inversion in Adversarial Setting via Background Knowledge Alignment" (CCS 2019)☆49Dec 17, 2019Updated 6 years ago
- Code for ML Doctor☆91Aug 14, 2024Updated last year
- This project's goal is to evaluate the privacy leakage of differentially private machine learning models.☆135Dec 8, 2022Updated 3 years ago
- Code for Membership Inference Attack against Machine Learning Models (in Oakland 2017)☆199Nov 15, 2017Updated 8 years ago
- Algorithms to recover input data from their gradient signal through a neural network☆319Apr 14, 2023Updated 3 years ago
- [NeurIPS 2019] Deep Leakage From Gradients☆477Apr 17, 2022Updated 3 years ago
- Privacy Risks of Securing Machine Learning Models against Adversarial Examples☆46Nov 25, 2019Updated 6 years ago
- Code for the paper "ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models"☆83Nov 22, 2021Updated 4 years ago
- A list of backdoor learning resources☆1,163Jul 31, 2024Updated last year
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- ☆19Mar 6, 2023Updated 3 years ago
- A library for running membership inference attacks against ML models☆150Dec 8, 2022Updated 3 years ago
- Code for Auditing DPSGD☆39Feb 15, 2022Updated 4 years ago
- [arXiv:2411.10023] "Model Inversion Attacks: A Survey of Approaches and Countermeasures"☆218Apr 3, 2026Updated last week
- Black-Box Ripper: Copying black-box models using generative evolutionary algorithms - NIPS 2020 - Official Implementation☆29Oct 25, 2020Updated 5 years ago
- Code for the paper "Overconfidence is a Dangerous Thing: Mitigating Membership Inference Attacks by Enforcing Less Confident Prediction" …☆12Sep 6, 2023Updated 2 years ago
- ☆25Jan 20, 2019Updated 7 years ago
- Privacy Testing for Deep Learning☆213Sep 5, 2025Updated 7 months ago
- Membership Inference, Attribute Inference and Model Inversion attacks implemented using PyTorch.☆66Oct 4, 2024Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- ☆32Sep 2, 2024Updated last year
- Knockoff Nets: Stealing Functionality of Black-Box Models☆115Dec 8, 2022Updated 3 years ago
- Breaching privacy in federated learning scenarios for vision and text☆319Jan 24, 2026Updated 2 months ago
- ☆23Aug 15, 2022Updated 3 years ago
- [ICLR'21] Dataset Inference for Ownership Resolution in Machine Learning☆31Oct 10, 2022Updated 3 years ago
- Training PyTorch models with differential privacy☆1,921Updated this week
- This repository contains the implementation of DPMLBench: Holistic Evaluation of Differentially Private Machine Learning☆11Nov 24, 2023Updated 2 years ago
- Code for Exploiting Unintended Feature Leakage in Collaborative Learning (in Oakland 2019)☆56May 28, 2019Updated 6 years ago
- ☆44Apr 25, 2023Updated 2 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- ☆303Apr 8, 2026Updated last week
- TrojanZoo provides a universal pytorch platform to conduct security researches (especially backdoor attacks/defenses) of image classifica…☆303Aug 25, 2025Updated 7 months ago
- Existing Literature about Machine Unlearning☆959Aug 29, 2025Updated 7 months ago
- Membership Inference of Generative Models☆15Oct 2, 2019Updated 6 years ago
- Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference - Red and…☆5,925Dec 12, 2025Updated 4 months ago
- Code for "Variational Model Inversion Attacks" Wang et al., NeurIPS2021☆22Dec 10, 2021Updated 4 years ago
- Implementation of membership inference and model inversion attacks, extracting training data information from an ML model. Benchmarking …☆102Nov 2, 2019Updated 6 years ago