Youlong Ding
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2026
SharedRequest: Privacy-Preserving Model-Agnostic Inference for Large Language Models
SharedRequest introduces a model-agnostic framework that enhances LLM privacy and efficiency by batching and mixing prompts with noisy variants, achieving high utility and significant cost reduction.
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cs.CRcs.AIRecentJun 3, 2026
SharedRequest: Privacy-Preserving Model-Agnostic Inference for Large Language Models
Peihua Mai, Xuanrong Gao, Youlong Ding, Xianglong Du +2 more
SharedRequest introduces a model-agnostic framework that enhances LLM privacy and efficiency by batching and mixing prompts with noisy variants, achieving high utility and significant cost reduction.
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