Membership Inference, Attribute Inference and Model Inversion attacks implemented using PyTorch.
☆69Oct 4, 2024Updated last year
Alternatives and similar repositories for Privacy-Attacks-in-Machine-Learning
Users that are interested in Privacy-Attacks-in-Machine-Learning are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Implementation of the paper : "Membership Inference Attacks Against Machine Learning Models", Shokri et al.☆60May 12, 2019Updated 7 years ago
- ☆13Sep 26, 2024Updated last year
- Repository that contains the code for the paper titled, 'Unifying Distillation with Personalization in Federated Learning'.☆13May 31, 2021Updated 5 years ago
- 🔒 Implementation of Shokri et al(2016) "Membership Inference Attacks against Machine Learning Models"☆34Aug 29, 2022Updated 3 years ago
- A personified chatbot responding to a query based on the answering pattern of Dr. APJ Abdul Kalam using Information Retrieval, Natural La…☆23Dec 7, 2020Updated 5 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Code for the paper: Label-Only Membership Inference Attacks☆68Sep 11, 2021Updated 4 years ago
- Official PyTorch Implementation for Continual Learning and Private Unlearning☆19Jul 19, 2022Updated 3 years ago
- Official implementation of "RelaxLoss: Defending Membership Inference Attacks without Losing Utility" (ICLR 2022)☆48Aug 18, 2022Updated 3 years ago
- ☆25Nov 14, 2022Updated 3 years ago
- [arXiv:2411.10023] "Model Inversion Attacks: A Survey of Approaches and Countermeasures"☆222Apr 3, 2026Updated 3 months ago
- An awesome list of papers on privacy attacks against machine learning☆639Mar 18, 2024Updated 2 years ago
- Privacy Meter: An open-source library to audit data privacy in statistical and machine learning algorithms.☆719Apr 26, 2025Updated last year
- Gaussian Membership Inference Privacy (NeurIPS 2023)☆12Jul 27, 2024Updated last year
- A system that will help in a personalized recommendation of courses for an upcoming semester based on the performance of previous semeste…☆33May 2, 2024Updated 2 years ago
- 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
- Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"☆29Oct 25, 2021Updated 4 years ago
- Membership Inference Attacks and Defenses in Neural Network Pruning☆28Jul 12, 2022Updated 3 years ago
- Code for Membership Inference Attack against Machine Learning Models (in Oakland 2017)☆201Nov 15, 2017Updated 8 years ago
- Federated Learning and Membership Inference Attacks experiments on CIFAR10☆23Jan 29, 2020Updated 6 years ago
- This course introduced me to three cutting-edge technologies for privacy-preserving AI: Federated Learning, Differential Privacy, and Enc…☆11Sep 2, 2019Updated 6 years ago
- This repository contains the implementation of DPMLBench: Holistic Evaluation of Differentially Private Machine Learning☆11Nov 24, 2023Updated 2 years ago
- Membership Inference Attack against Graph Neural Networks☆12Nov 9, 2022Updated 3 years ago
- ☆14Dec 8, 2022Updated 3 years ago
- AI Agents on 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.
- A comprehensive toolbox for model inversion attacks and defenses, which is easy to get started.☆197Jun 18, 2026Updated 2 weeks ago
- verifying machine unlearning by backdooring☆20Mar 25, 2023Updated 3 years ago
- This repository contains supervised fake news detection on LIAR dataset. Check out the analysis details for more details.☆14Jun 27, 2020Updated 6 years ago
- privacy preserving deep learning☆15Sep 11, 2017Updated 8 years ago
- Implementation of membership inference and model inversion attacks, extracting training data information from an ML model. Benchmarking …☆103Nov 2, 2019Updated 6 years ago
- Unofficial pytorch implementation of paper: Model Inversion Attacks that Exploit Confidence Information and Basic Countermeasures☆58Sep 28, 2025Updated 9 months ago
- Code for the paper "ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models"☆85Nov 22, 2021Updated 4 years ago
- A summay of existing works on vertical federated/split learning☆15Nov 28, 2021Updated 4 years ago
- Systematic Evaluation of Membership Inference Privacy Risks of Machine Learning Models☆133Apr 9, 2024Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ☆373Apr 8, 2026Updated 2 months ago
- This repository contains Python code for the paper "Learn What You Want to Unlearn: Unlearning Inversion Attacks against Machine Unlearni…☆20Apr 3, 2024Updated 2 years ago
- Code for the DP cross-silo federated learning paper☆11Jul 10, 2020Updated 5 years ago
- Official Code Implementation for the CCS 2022 Paper "On the Privacy Risks of Cell-Based NAS Architectures"☆11Nov 21, 2022Updated 3 years ago
- Social Media Analysis: Twitter, Facebook, and Youtube.☆23May 19, 2021Updated 5 years ago
- Papers related to federated learning in top conferences (2020-2024).☆70Oct 14, 2024Updated last year
- A PyTorch implementation for the paper FedCon: A Contrastive Framework for Federated Semi-Supervised Learning.☆24May 18, 2022Updated 4 years ago