Performance Evaluation

How to Combine Membership-Inference Attacks on Multiple Updated Models

Authors: Matthew Jagielski, Stanley Wu, Alina Oprea, Jonathan Ullman, Roxana Geambasu | Published: 2022-05-12
Performance Evaluation
Membership Inference
Attack Method

Extensible Machine Learning for Encrypted Network Traffic Application Labeling via Uncertainty Quantification

Authors: Steven Jorgensen, John Holodnak, Jensen Dempsey, Karla de Souza, Ananditha Raghunath, Vernon Rivet, Noah DeMoes, Andrés Alejos, Allan Wollaber | Published: 2022-05-11 | Updated: 2023-10-06
Performance Evaluation
Methods for Dynamically Identifying New Classes
Machine Learning Method

DNS based In-Browser Cryptojacking Detection

Authors: Rohit Kumar Sachan, Rachit Agarwal, Sandeep Kumar Shukla | Published: 2022-05-10
Performance Evaluation
Prompt Injection
Attack Detection

On Generalisability of Machine Learning-based Network Intrusion Detection Systems

Authors: Siamak Layeghy, Marius Portmann | Published: 2022-05-09
Performance Evaluation
Intrusion Detection System
Attack Detection

Ensemble Classifier Design Tuned to Dataset Characteristics for Network Intrusion Detection

Authors: Zeinab Zoghi, Gursel Serpen | Published: 2022-05-08
Performance Evaluation
Intrusion Detection System
Attack Method

Towards an AI-Driven Universal Anti-Jamming Solution with Convolutional Interference Cancellation Network

Authors: Hai N. Nguyen, Guevara Noubir | Published: 2022-03-18
Performance Evaluation
Wireless Channel Detection
Communication Model

Machine Learning for Encrypted Malicious Traffic Detection: Approaches, Datasets and Comparative Study

Authors: Zihao Wang, Kar-Wai Fok, Vrizlynn L. L. Thing | Published: 2022-03-17
Data Management System
Performance Evaluation
Machine Learning Algorithm

Evaluation of Machine Learning Algorithms in Network-Based Intrusion Detection System

Authors: Tuan-Hong Chua, Iftekhar Salam | Published: 2022-03-10
Performance Evaluation
Deep Learning Method
Feature Engineering

Hunter in the Dark: Discover Anomalous Network Activity Using Deep Ensemble Network

Authors: Shiyi Yang, Hui Guo, Nour Moustafa | Published: 2021-05-19 | Updated: 2021-09-01
ML-Based IDS
Performance Evaluation
Deep Learning Technology

QUAC-TRNG: High-Throughput True Random Number Generation Using Quadruple Row Activation in Commodity DRAM Chips

Authors: Ataberk Olgun, Minesh Patel, A. Giray Yağlıkçı, Haocong Luo, Jeremie S. Kim, Nisa Bostancı, Nandita Vijaykumar, Oğuz Ergin, Onur Mutlu | Published: 2021-05-19 | Updated: 2021-05-25
Data Management System
Performance Evaluation
Memory Management Method