SecureTLM: private inference for transformer-based large model with MPC

DOI10.1016/J.INS.2024.120429MaRDI QIDQ6544553

Yuntian Chen, Zhiying Shi, Zhiyuan Ning, Jingzhi Lin, Xianjia Meng

Publication date: 27 May 2024

Published in: Information Sciences (Search for Journal in Brave)

zbMATH Keywords

transformersecure multiparty computationhybrid secret sharingprivate inference

Mathematics Subject Classification ID

Modes of computation (nondeterministic, parallel, interactive, probabilistic, etc.) (68Q10) Cryptography (94A60) Authentication, digital signatures and secret sharing (94A62) Privacy of data (68P27)

Cites Work

• Title not available (Why is that?)
• How to Simulate It – A Tutorial on the Simulation Proof Technique
• Efficient and privacy-preserving tree-based inference via additive homomorphic encryption
• Privacy-enhanced and non-interactive linear regression with dropout-resilience
• A novel privacy-preserving graph convolutional network via secure matrix multiplication

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