Yan Pang
2 indexed papers
Recent (6 mo)
2With code
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226
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Crypto×2AI×1ML×1
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Research Timeline
2026
MRMMIA: Membership Inference Attacks on Memory in Chat Agents
The paper proposes Multi-Recall Memory MIA (MRMMIA), a unified attack framework to test for privacy leakage by determining if a candidate memory unit belongs to a chat agent's private memory store.
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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Papers
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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cs.CRcs.LGRecentMay 27, 2026