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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. · 1 citation

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