Author

Laizhong Cui

2 papers indexed here

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#federated learning Sep 2026

Long-Term Optimal Incentives for Differential-Privacy Federated Learning: A Multi-Stage Game Approach

Differential-privacy federated learning (DP-FL) has emerged as a promising paradigm capable of mitigating the inherent threat of traditional FL architectures that are vulnerable to inferential attacks due to the frequent exchange and updating of model parameters. However, existing DP-FL frameworks often assume that the...

Liang Xie, Yuntao Wang, Hengzhi Wang et al. · IEEE Transactions on Mobile... · 0 citations

Preprint Aug 2026

Convergent Detour Hijacking: Task-Preserving Resource Amplification in Skill-Based LLM Agents

LLM agents increasingly rely on third-party skills, using natural-language descriptions for selection and instruction bodies for planning. This progressive-disclosure design exposes two sequential control points to untrusted publishers: a static skill may steer an otherwise correct task onto an unnecessarily costly tra...

Junliang Liu, Ruo-Yu Li, Wenxin Tang et al. · 0 citations