abogdanova / FL-MIA
Federated Learning and Membership Inference Attacks experiments on CIFAR10
☆21Updated 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
- PyTorch implementation of Security-Preserving Federated Learning via Byzantine-Sensitive Triplet Distance☆33Updated 6 months ago
- Membership inference against Federated learning.☆9Updated 3 years ago
- Official implementation of "FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective"…☆39Updated 3 years ago
- Differentially Private Federated Learning on Heterogeneous Data☆61Updated 3 years ago
- Membership Inference Attack on Federated Learning☆11Updated 3 years ago
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆30Updated 4 years ago
- Eluding Secure Aggregation in Federated Learning via Model Inconsistency☆12Updated 2 years ago
- Adversarial attacks and defenses against federated learning.☆17Updated last year
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆33Updated 4 years ago
- ☆12Updated 2 years ago
- This is the code for our paper `Robust Federated Learning with Attack-Adaptive Aggregation' accepted by FTL-IJCAI'21.☆44Updated last year
- ☆19Updated 2 years ago
- ☆36Updated 3 years ago
- reproduce the FLTrust model based on the paper "FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping"☆29Updated 2 years ago
- ☆18Updated 4 years ago
- Differentially Private Federated Learning: A Client Level Perspective☆12Updated 5 years ago
- Official implementation of "Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective"☆55Updated last year
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆46Updated 2 years ago
- ☆38Updated 4 years ago
- ☆36Updated last year
- The official code of KDD22 paper "FLDetecotor: Defending Federated Learning Against Model Poisoning Attacks via Detecting Malicious Clien…☆79Updated 2 years ago
- ☆14Updated last year
- Local Differential Privacy for Federated Learning☆16Updated 2 years ago
- FederBoost's Federated Gradient Boosting Decision Tree Algorithm, Federated enabled Membership Inference☆13Updated last year
- This repository contains the official implementation for the manuscript: Make Landscape Flatter in Differentially Private Federated Lear…☆47Updated last year
- This is a simple backdoor model for federated learning.We use MNIST as the original data set for data attack and we use CIFAR-10 data set…☆14Updated 4 years ago
- Implementing the algorithm from our paper: "A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in …☆35Updated 10 months ago
- ☆54Updated 2 years ago
- Official code repository for our accepted work "Gradient Driven Rewards to Guarantee Fairness in Collaborative Machine Learning" in NeurI…☆22Updated 6 months ago
- ☆12Updated 2 years ago