most citedPrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration

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cs.CL2025

Decompose, Plan in Parallel, and Merge: A Novel Paradigm for Large Language Models based Planning with Multiple Constraints

Zhengdong Lu, Weikai Lu, Yiling Tao +6

Despite significant advances in Large Language Models (LLMs), planning tasks still present challenges for LLM-based agents. Existing planning methods face two key limitations: heav…

cs.CL2024

Eraser: Jailbreaking Defense in Large Language Models via Unlearning Harmful Knowledge

Weikai Lu, Ziqian Zeng, Jianwei Wang +5

Jailbreaking attacks can enable Large Language Models (LLMs) to bypass the safeguard and generate harmful content. Existing jailbreaking defense methods have failed to address the…