Model Performance Evaluation

Personalized Federated Learning Techniques: Empirical Analysis

Authors: Azal Ahmad Khan, Ahmad Faraz Khan, Haider Ali, Ali Anwar | Published: 2024-09-10
Model Performance Evaluation
Personalization Method
Communication Efficiency

Towards Autonomous Cybersecurity: An Intelligent AutoML Framework for Autonomous Intrusion Detection

Authors: Li Yang, Abdallah Shami | Published: 2024-09-05
Framework
Model Performance Evaluation
Automated Intrusion Detection System

Exploiting the Vulnerability of Large Language Models via Defense-Aware Architectural Backdoor

Authors: Abdullah Arafat Miah, Yu Bi | Published: 2024-09-03 | Updated: 2024-09-09
Backdoor Attack
Model Performance Evaluation

A Novel Self-Attention-Enabled Weighted Ensemble-Based Convolutional Neural Network Framework for Distributed Denial of Service Attack Classification

Authors: Kanthimathi S, Shravan Venkatraman, Jayasankar K S, Pranay Jiljith T, Jashwanth R | Published: 2024-09-01 | Updated: 2024-10-12
DDoS Attack Detection
Model Performance Evaluation
Machine Learning Method

Obfuscated Memory Malware Detection

Authors: Sharmila S P, Aruna Tiwari, Narendra S Chaudhari | Published: 2024-08-23
Cybersecurity
Malware Classification
Model Performance Evaluation

Efficient Detection of Toxic Prompts in Large Language Models

Authors: Yi Liu, Junzhe Yu, Huijia Sun, Ling Shi, Gelei Deng, Yuqi Chen, Yang Liu | Published: 2024-08-21 | Updated: 2024-09-14
Content Moderation
Prompt Injection
Model Performance Evaluation

Mitigating Noise Detriment in Differentially Private Federated Learning with Model Pre-training

Authors: Huitong Jin, Yipeng Zhou, Laizhong Cui, Quan Z. Sheng | Published: 2024-08-18
Watermarking
Privacy Protection Method
Model Performance Evaluation

A Robust Multi-Stage Intrusion Detection System for In-Vehicle Network Security using Hierarchical Federated Learning

Authors: Muzun Althunayyan, Amir Javed, Omer Rana | Published: 2024-08-15
Model Performance Evaluation
Automated Intrusion Detection System
Vehicle Network Security

Extending Network Intrusion Detection with Enhanced Particle Swarm Optimization Techniques

Authors: Surasit Songma, Watcharakorn Netharn, Siriluck Lorpunmanee | Published: 2024-08-14
Cybersecurity
Data Preprocessing
Model Performance Evaluation

Privacy in Federated Learning

Authors: Jaydip Sen, Hetvi Waghela, Sneha Rakshit | Published: 2024-08-12
Privacy Protection
Privacy Protection Method
Model Performance Evaluation