Algorithm

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
Algorithm
Privacy Protection

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
Algorithm
Program Interpretation Graph
Multi-Party Computation

Robust Matrix Completion for Discrete Rating-Scale Data

Authors: Aurore Archimbaud, Andreas Alfons, Ines Wilms | Published: 2024-12-30
Algorithm
Simulation Result Evaluation

A General Recipe for Contractive Graph Neural Networks — Technical Report

Authors: Maya Bechler-Speicher, Moshe Eliasof | Published: 2024-11-04
Algorithm
Convergence Analysis
Regularization

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
Algorithm
Experimental Validation

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
Algorithm
Watermarking
Evaluation Method

Using Large Language Models for Template Detection from Security Event Logs

Authors: Risto Vaarandi, Hayretdin Bahsi | Published: 2024-09-08 | Updated: 2025-04-14
LLM Performance Evaluation
Algorithm
Evaluation Method

Training quantum machine learning models on cloud without uploading the data

Authors: Guang Ping He | Published: 2024-09-06 | Updated: 2024-10-07
Algorithm
Watermarking
Quantum Framework

Robust Q-Learning under Corrupted Rewards

Authors: Sreejeet Maity, Aritra Mitra | Published: 2024-09-05
Algorithm
Convergence Guarantee
Reinforcement Learning

Private Counting of Distinct Elements in the Turnstile Model and Extensions

Authors: Monika Henzinger, A. R. Sricharan, Teresa Anna Steiner | Published: 2024-08-21
Algorithm
Privacy Protection Method