Model Performance Evaluation

AutoReP: Automatic ReLU Replacement for Fast Private Network Inference

Authors: Hongwu Peng, Shaoyi Huang, Tong Zhou, Yukui Luo, Chenghong Wang, Zigeng Wang, Jiahui Zhao, Xi Xie, Ang Li, Tony Geng, Kaleel Mahmood, Wujie Wen, Xiaolin Xu, Caiwen Ding | Published: 2023-08-20
MPC Algorithm
Model Performance Evaluation
Optimization Methods

Attesting Distributional Properties of Training Data for Machine Learning

Authors: Vasisht Duddu, Anudeep Das, Nora Khayata, Hossein Yalame, Thomas Schneider, N. Asokan | Published: 2023-08-18 | Updated: 2024-04-09
Security Assurance
Model Performance Evaluation
Robustness Evaluation

Intrusion Detection based on Federated Learning: a systematic review

Authors: Jose L. Hernandez-Ramos, Georgios Karopoulos, Efstratios Chatzoglou, Vasileios Kouliaridis, Enrique Marmol, Aurora Gonzalez-Vidal, Georgios Kambourakis | Published: 2023-08-18
Model Performance Evaluation
Intrusion Detection System
Federated Learning

A Graph-based Stratified Sampling Methodology for the Analysis of (Underground) Forums

Authors: Giorgio Di Tizio, Gilberto Atondo Siu, Alice Hutchings, Fabio Massacci | Published: 2023-08-18
Data Collection
Model Performance Evaluation
Machine Learning Technology

Test-Time Poisoning Attacks Against Test-Time Adaptation Models

Authors: Tianshuo Cong, Xinlei He, Yun Shen, Yang Zhang | Published: 2023-08-16
Poisoning
Model Performance Evaluation
Attack Evaluation

Robustness Over Time: Understanding Adversarial Examples’ Effectiveness on Longitudinal Versions of Large Language Models

Authors: Yugeng Liu, Tianshuo Cong, Zhengyu Zhao, Michael Backes, Yun Shen, Yang Zhang | Published: 2023-08-15 | Updated: 2024-05-06
Prompt Injection
Model Performance Evaluation
Robustness Evaluation

FedEdge AI-TC: A Semi-supervised Traffic Classification Method based on Trusted Federated Deep Learning for Mobile Edge Computing

Authors: Pan Wang, Zeyi Li, Mengyi Fu, Zixuan Wang, Ze Zhang, MinYao Liu | Published: 2023-08-14
Model Interpretability
Model Performance Evaluation
Federated Learning

An Empirical Study on Using Large Language Models to Analyze Software Supply Chain Security Failures

Authors: Tanmay Singla, Dharun Anandayuvaraj, Kelechi G. Kalu, Taylor R. Schorlemmer, James C. Davis | Published: 2023-08-09
Cyber Attack
Prompt Injection
Model Performance Evaluation

A Feature Set of Small Size for the PDF Malware Detection

Authors: Ran Liu, Charles Nicholas | Published: 2023-08-09 | Updated: 2023-08-10
Watermarking
Model Performance Evaluation
Feature Selection Method

VulLibGen: Generating Names of Vulnerability-Affected Packages via a Large Language Model

Authors: Tianyu Chen, Lin Li, Liuchuan Zhu, Zongyang Li, Xueqing Liu, Guangtai Liang, Qianxiang Wang, Tao Xie | Published: 2023-08-09 | Updated: 2024-05-18
CVE Information Extraction
Model Performance Evaluation
Challenges of Generative Models