Model Design and Accuracy

SoK: Decoding the Enigma of Encrypted Network Traffic Classifiers

Authors: Nimesha Wickramasinghe, Arash Shaghaghi, Gene Tsudik, Sanjay Jha | Published: 2025-03-25 | Updated: 2025-04-14
Dataset Applicability
Model Design and Accuracy
Overfitting

Neural Networks with (Low-Precision) Polynomial Approximations: New Insights and Techniques for Accuracy Improvement

Authors: Chi Zhang, Jingjing Fan, Man Ho Au, Siu Ming Yiu | Published: 2024-02-17 | Updated: 2024-06-07
Model Design and Accuracy
Model Performance Evaluation
Approximation Error of Negative Inputs

A Homomorphic Encryption Framework for Privacy-Preserving Spiking Neural Networks

Authors: Farzad Nikfam, Raffaele Casaburi, Alberto Marchisio, Maurizio Martina, Muhammad Shafique | Published: 2023-08-10 | Updated: 2023-10-12
Watermarking
Model Design and Accuracy
Performance Evaluation

Flow-based Network Intrusion Detection Based on BERT Masked Language Model

Authors: Loc Gia Nguyen, Kohei Watabe | Published: 2023-06-08
Dataset Generation
Model Design and Accuracy
Intrusion Detection System

Exploring Model Dynamics for Accumulative Poisoning Discovery

Authors: Jianing Zhu, Xiawei Guo, Jiangchao Yao, Chao Du, Li He, Shuo Yuan, Tongliang Liu, Liang Wang, Bo Han | Published: 2023-06-06
Backdoor Attack
Model Design and Accuracy
Adversarial attack

Human-imperceptible, Machine-recognizable Images

Authors: Fusheng Hao, Fengxiang He, Yikai Wang, Fuxiang Wu, Jing Zhang, Jun Cheng, Dacheng Tao | Published: 2023-06-06
Watermarking
Privacy Enhancing Technology
Model Design and Accuracy

Machine Unlearning: A Survey

Authors: Heng Xu, Tianqing Zhu, Lefeng Zhang, Wanlei Zhou, Philip S. Yu | Published: 2023-06-06
Watermarking
Membership Inference
Model Design and Accuracy

PassGPT: Password Modeling and (Guided) Generation with Large Language Models

Authors: Javier Rando, Fernando Perez-Cruz, Briland Hitaj | Published: 2023-06-02 | Updated: 2023-06-14
LLM Application
Model Design and Accuracy
Watermark Evaluation

A Dependable Hybrid Machine Learning Model for Network Intrusion Detection

Authors: Md. Alamin Talukder, Khondokar Fida Hasan, Md. Manowarul Islam, Md Ashraf Uddin, Arnisha Akhter, Mohammad Abu Yousuf, Fares Alharbi, Mohammad Ali Moni | Published: 2022-12-08 | Updated: 2023-01-27
Model Design and Accuracy
Feature Selection Method
Evaluation Method

FedMint: Intelligent Bilateral Client Selection in Federated Learning with Newcomer IoT Devices

Authors: Osama Wehbi, Sarhad Arisdakessian, Omar Abdel Wahab, Hadi Otrok, Safa Otoum, Azzam Mourad, Mohsen Guizani | Published: 2022-10-31
Client Contribution Assessment
Model Design and Accuracy
Optimization Methods