Author

Yiting Tan

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Preprint Aug 2026

A Single Suffix to Break Them All: Basin-Aware Jailbreaks for Merged Model Families

This work proposes Basin-Aware Jailbreak (BAJ), which formulates jailbreak generation as a min--max optimization over the merging space to produce transferable adversarial suffixes across merged model families.

Yu Zhe, Yiting Tan, Jun-Hao Wei et al. · 0 citations

Open access 2026

SURGE: Sparse Updates With Randomized Guarding and Selective Encryption for Secure Federated Learning

SURGE targets empirical attack resistance under the honest-but-curious server model, rather than a formal privacy guarantee, and drives membership inference performance close to random guessing and substantially degrades the quality of gradient inversion reconstructions.

Xuanchi Li, Yiting Tan, Jing Wen et al. · IEEE Access · 0 citations