Search Results for author: Youjia Yang

Found 2 papers, 1 papers with code

ConfusionPrompt: Practical Private Inference for Online Large Language Models

no code implementations30 Dec 2023 Peihua Mai, Ran Yan, Rui Ye, Youjia Yang, Yinchuan Li, Yan Pang

In response, we present ConfusionPrompt, a novel private LLM inference framework designed to obfuscate the server by: (i) decomposing the prompt into sub-prompts, and (ii) generating pseudo prompts along with the genuine sub-prompts as input to the online LLM.

Privacy Preserving Zero-shot Generalization

Split-and-Denoise: Protect large language model inference with local differential privacy

1 code implementation13 Oct 2023 Peihua Mai, Ran Yan, Zhe Huang, Youjia Yang, Yan Pang

Large Language Models (LLMs) excel in natural language understanding by capturing hidden semantics in vector space.

Language Modelling Large Language Model +2

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