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Home/Authors/Hideya Ochiai

Hideya Ochiai

1 indexed paper

Recent (6 mo)
1
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Publications per year

1
26

Top categories

Crypto×1ML×1

Frequent co-authors

Shunan Zhu1×
Jiawei Chen1×
Yonghao Yu1×

Research Timeline

2026
FedDetox: Robust Federated SLM Alignment via On-Device Data Sanitization

FedDetox introduces a robust framework that sanitizes toxic data on edge devices during federated learning to maintain the safety alignment of Small Language Models (SLMs) without sacrificing utility.

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Papers

cs.CRcs.LGRecentApr 8, 2026

FedDetox: Robust Federated SLM Alignment via On-Device Data Sanitization

Shunan Zhu, Jiawei Chen, Yonghao Yu, Hideya Ochiai

FedDetox introduces a robust framework that sanitizes toxic data on edge devices during federated learning to maintain the safety alignment of Small Language Models (SLMs) without sacrificing utility.

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