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cs.CR2026
FedDetox: Robust Federated SLM Alignment via On-Device Data Sanitization
Shunan Zhu, Jiawei Chen, Yonghao Yu +1
As high quality public data becomes scarce, Federated Learning (FL) provides a vital pathway to leverage valuable private user data while preserving privacy. However, real-world cl…
cs.CR2024★ 1 cited
Logit Poisoning Attack in Distillation-based Federated Learning and its Countermeasures
Yonghao Yu, Shunan Zhu, Jinglu Hu
Distillation-based federated learning has emerged as a promising collaborative learning approach, where clients share the output logit vectors of a public dataset rather than their…