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Chinese Academy of Sciences, University of Chinese Academy of Sciences, Nanjing University
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Parameter-level defenses against model merging are fundamentally flawed, allowing attackers to exploit their weaknesses with a new Anchor-Guided Attack.
RAG systems can dynamically defend against retrieval corruption with a graph-based energy minimization approach, achieving superior robustness and response quality while slashing storage overhead.