UA-FedRec

News recommender attack vulnerability

An implementation of a federated news recommendation system vulnerable to untargeted attacks

The python implementation of our "UA-FedRec: Untargeted Attack on Federated News Recommendation" in KDD 2023.

GitHub

17 stars
1 watching
2 forks
Language: Jupyter Notebook
last commit: over 2 years ago

Related projects:

Repository Description Stars
yflyl613/fedrec A PyTorch implementation of an attack and defense mechanism against Federated Recommendation Systems 21
jeremy313/fl-wbc A defense mechanism against model poisoning attacks in federated learning 37
wuch15/fedattack An implementation of an adversarial attack method in federated learning 11
ai-secure/dba A tool for demonstrating and analyzing attacks on federated learning systems by introducing backdoors into distributed machine learning models. 176
deu30303/feddefender A PyTorch implementation of an attack-tolerant federated learning system to train robust local models against malicious attacks from adversaries. 9
ksreenivasan/ood_federated_learning Researchers investigate vulnerabilities in Federated Learning systems by introducing new backdoor attacks and exploring methods to defend against them. 64
git-disl/lockdown A backdoor defense system against attacks in federated learning algorithms used for machine learning model training on distributed datasets. 14
illidanlab/fedrbn An implementation of Federated Robustness Propagation in PyTorch to share robustness across heterogeneous federated learning users. 26
hfzhang31/a3fl A framework for attacking federated learning systems with adaptive backdoor attacks 22
ai-secure/fedgame An implementation of a game-theoretic defense against backdoor attacks in federated learning. 5
jeremy313/soteria An implementation of a defense against model inversion attacks in federated learning 55
zoesgithub/fedreg An algorithm to improve convergence rates and protect privacy in Federated Learning by addressing the catastrophic forgetting issue during local training 26
eth-sri/bayes-framework-leakage Develops and evaluates a framework for detecting attacks on federated learning systems 11
fr0gger/yara-unprotect A collection of Yara rules for detecting malware evasion techniques and malicious activity. 25
dcalab-unipv/turning-privacy-preserving-mechanisms-against-federated-learning This project presents an attack on federated learning systems to compromise their privacy-preserving mechanisms. 8