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Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China, School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China
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LLMs can fail to generalize knowledge edits to instruction-following scenarios due to a "Covariance Trap," but RoSE unlocks robust interactive parametric memory by aligning representations and smoothing the optimization landscape.
