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20242026
most citedPrivacy-Aware Decoding: Mitigating Privacy Leakage of Large Language Models in Retrieval-Augmented Generation

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cs.AI2026

Query-Only Backdoor Attacks on Self-Evolving Skills via Trajectory Poisoning

Yuyang Luo, Haoran Wang, Kai Shu

Agentic skills improve large language model (LLM) agents by encoding reusable procedures for complex tasks. However, manually authored skills often adapt poorly to long-horizon tas…