abogdanova / FL-MIALinks
Federated Learning and Membership Inference Attacks experiments on CIFAR10
☆23Updated 5 years ago
Alternatives and similar repositories for FL-MIA
Users that are interested in FL-MIA are comparing it to the libraries listed below
Sorting:
- Membership Inference Attack on Federated Learning☆12Updated 3 years ago
- Differentially Private Federated Learning on Heterogeneous Data☆70Updated 3 years ago
- PyTorch implementation of Security-Preserving Federated Learning via Byzantine-Sensitive Triplet Distance☆34Updated last year
- The official code of KDD22 paper "FLDetecotor: Defending Federated Learning Against Model Poisoning Attacks via Detecting Malicious Clien…☆84Updated 2 years ago
- Adversarial attacks and defenses against federated learning.☆20Updated 2 years ago
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆37Updated 5 years ago
- Differentially Private Federated Learning: A Client Level Perspective☆12Updated 6 years ago
- ☆45Updated 2 years ago
- ☆19Updated 5 years ago
- Code for NDSS 2021 Paper "Manipulating the Byzantine: Optimizing Model Poisoning Attacks and Defenses Against Federated Learning"☆148Updated 3 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆46Updated 3 years ago
- This is the code for our paper `Robust Federated Learning with Attack-Adaptive Aggregation' accepted by FTL-IJCAI'21.☆46Updated 2 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆35Updated 4 years ago
- ☆36Updated 3 years ago
- ☆24Updated 3 years ago
- Official implementation of "FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective"…☆43Updated 4 years ago
- Eluding Secure Aggregation in Federated Learning via Model Inconsistency☆12Updated 2 years ago
- A sybil-resilient distributed learning protocol.☆106Updated 3 months ago
- Official implementation of "Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective"☆57Updated 2 years ago
- Aggregation Service for Federated Learning: An Efficient, Secure, and More Resilient Realization☆13Updated 4 years ago
- Official repository of the paper "Dynamic Defense Against Byzantine Poisoning Attacks in Federated Learning".☆12Updated 3 years ago
- FederBoost's Federated Gradient Boosting Decision Tree Algorithm, Federated enabled Membership Inference☆15Updated last year
- Implementing the algorithm from our paper: "A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in …☆37Updated last year
- ☆15Updated 2 years ago
- reproduce the FLTrust model based on the paper "FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping"☆32Updated 3 years ago
- ☆38Updated 4 years ago
- Local Differential Privacy for Federated Learning☆18Updated 3 years ago
- ☆13Updated 3 years ago
- Code & supplementary material of the paper Label Inference Attacks Against Federated Learning on Usenix Security 2022.☆88Updated 2 years ago
- This repository contains the official implementation for the manuscript: Make Landscape Flatter in Differentially Private Federated Lear…☆55Updated last month