Author

Yuan Tian

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#machine learning Jun 2026

RogueMerge: Robust and Unified Attacks against LLM Model Merging

RogueMerge is presented, the first unified attack framework addressing all three challenges of model merging: autoregressive generation, static arithmetic with a joint optimization that explicitly enforces attack success after merging, and attack injection as a stochastic min-max optimization problem and solve it via m...

Jing-Huai Zhang, Ye He, Kun-Lin Cai et al. · arXiv.org · 1 citation

#machine learning Preprint Sep 2026

Hearing the Whispers: Black-Box Membership Inference Attacks on Finetuned TTS Models

This work presents the first black-box MIA framework explicitly tailored to TTS models at both the speaker and record levels, and characterize the feasible query space and establish two criteria, scorable extent and memorization elicitation, for evaluating five representative queries.

Kun-Lin Cai, Kai-Yuan Zhang, Zihang Xiang et al. · 0 citations