ENSI: Efficient Non-Interactive Secure Inference for Large Language Models
Authors: Zhiyu He, Maojiang Wang, Xinwen Gao, Yuchuan Luo, Lin Liu, Shaojing Fu | Published: 2025-09-11
Algorithm
Towards Confidential and Efficient LLM Inference with Dual Privacy Protection
Authors: Honglan Yu, Yibin Wang, Feifei Dai, Dong Liu, Haihui Fan, Xiaoyan Gu | Published: 2025-09-11
Evaluating the Defense Potential of Machine Unlearning against Membership Inference Attacks
Authors: Aristeidis Sidiropoulos, Christos Chrysanthos Nikolaidis, Theodoros Tsiolakis, Nikolaos Pavlidis, Vasilis Perifanis, Pavlos S. Efraimidis | Published: 2025-08-22 | Updated: 2025-09-17
AICrypto: A Comprehensive Benchmark for Evaluating Cryptography Capabilities of Large Language Models
Authors: Yu Wang, Yijian Liu, Liheng Ji, Han Luo, Wenjie Li, Xiaofei Zhou, Chiyun Feng, Puji Wang, Yuhan Cao, Geyuan Zhang, Xiaojian Li, Rongwu Xu, Yilei Chen, Tianxing He | Published: 2025-07-13 | Updated: 2025-09-30
Practical Secure Inference Algorithm for Fine-tuned Large Language Model Based on Fully Homomorphic Encryption
Authors: Zhang Ruoyan, Zheng Zhongxiang, Bao Wankang | Published: 2025-01-03 | Updated: 2025-01-07
SPDZCoder: Combining Expert Knowledge with LLMs for Generating Privacy-Computing Code
Authors: Xiaoning Dong, Peilin Xin, Jia Li, Wei Xu | Published: 2024-12-31 | Updated: 2025-03-21
Robust Matrix Completion for Discrete Rating-Scale Data
Authors: Aurore Archimbaud, Andreas Alfons, Ines Wilms | Published: 2024-12-30
A General Recipe for Contractive Graph Neural Networks — Technical Report
Authors: Maya Bechler-Speicher, Moshe Eliasof | Published: 2024-11-04
Encryption-Friendly LLM Architecture
Authors: Donghwan Rho, Taeseong Kim, Minje Park, Jung Woo Kim, Hyunsik Chae, Jung Hee Cheon, Ernest K. Ryu | Published: 2024-10-03
A novel application of Shapley values for large multidimensional time-series data: Applying explainable AI to a DNA profile classification neural network
Authors: Lauren Elborough, Duncan Taylor, Melissa Humphries | Published: 2024-09-26