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

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cs.CR2026

FreoStream:Enhancing Stream Guardrails via Future-Aware Reasoning and Safety-Aligned Optimization

Jianwei Wang, Guoyang Shen, Yanhong Wu +5

Stream guardrails enable token-level safety detection before full responses are generated. However, they often make overly conservative judgements and block those sensitive but saf…