Qifan Zhang | 张起帆
Qifan Zhang | 张起帆
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FedSecurity: A Benchmark for Attacks and Defenses in Federated Learning and Federated LLMs
This paper introduces FedMLSecurity, a benchmark designed to simulate adversarial attacks and corresponding defense mechanisms in …
Shanshan Han
,
Baturalp Buyukates
,
Zijian Hu
,
Han Jin
,
Weizhao Jin
,
Lichao Sun
,
Xiaoyang Wang
,
Chulin Xie
,
Kai Zhang
,
Qifan Zhang
,
Yuhui Zhang
,
Chaoyang He
,
Salman Avestimehr
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DOI
Kick Bad Guys Out! Zero-Knowledge-Proof-Based Anomaly Detection in Federated Learning
Federated learning (FL) systems are vulnerable to malicious clients that submit poisoned local models to achieve their adversarial …
Shanshan Han
,
Wenxuan Wu
,
Baturalp Buyukates
,
Weizhao Jin
,
Yuhang Yao
,
Qifan Zhang
,
Salman Avestimehr
,
Chaoyang He
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