Algorithm

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

Regularization for Adversarial Robust Learning

Authors: Jie Wang, Rui Gao, Yao Xie | Published: 2024-08-19 | Updated: 2024-08-22
Algorithm
Poisoning
Regularization

Fast John Ellipsoid Computation with Differential Privacy Optimization

Authors: Jiuxiang Gu, Xiaoyu Li, Yingyu Liang, Zhenmei Shi, Zhao Song, Junwei Yu | Published: 2024-08-12
Algorithm
Privacy Protection Method
Convergence Guarantee

Malicious Internet Entity Detection Using Local Graph Inference

Authors: Simon Mandlik, Tomas Pevny, Vaclav Smidl, Lukas Bajer | Published: 2024-08-06 | Updated: 2024-08-07
Algorithm
Graph Transformation
Evaluation Method