Model Design

Avast-CTU Public CAPE Dataset

Authors: Branislav Bosansky, Dominik Kouba, Ondrej Manhal, Thorsten Sick, Viliam Lisy, Jakub Kroustek, Petr Somol | Published: 2022-09-06
Digital Forensics
Model Design and Accuracy
Model Design

RX-ADS: Interpretable Anomaly Detection using Adversarial ML for Electric Vehicle CAN data

Authors: Chathurika S. Wickramasinghe, Daniel L. Marino, Harindra S. Mavikumbure, Victor Cobilean, Timothy D. Pennington, Benny J. Varghese, Craig Rieger, Milos Manic | Published: 2022-09-05
Model Design
Intrusion Detection System
Adversarial Attack Detection

Beyond Random Split for Assessing Statistical Model Performance

Authors: Carlos Catania, Jorge Guerra, Juan Manuel Romero, Gabriel Caffaratti, Martin Marchetta | Published: 2022-09-04
Sampling Method
Dataset Generation
Model Design

Joint Linear and Nonlinear Computation across Functions for Efficient Privacy-Preserving Neural Network Inference

Authors: Qiao Zhang, Tao Xiang, Chunsheng Xin, Biwen Chen, Hongyi Wu | Published: 2022-09-04
DNN IP Protection Method
Privacy Analysis
Model Design

Unlocking High-Accuracy Differentially Private Image Classification through Scale

Authors: Soham De, Leonard Berrada, Jamie Hayes, Samuel L. Smith, Borja Balle | Published: 2022-04-28 | Updated: 2022-06-16
Privacy Protection Method
Model Design
Computational Efficiency

Prediction Approach against DDoS Attack based on Machine Learning Multiclassfier

Authors: Anupama Mishra | Published: 2022-04-27
Cybersecurity
Model Design
Attack Method

Towards Privacy-Preserving Neural Architecture Search

Authors: Fuyi Wang, Leo Yu Zhang, Lei Pan, Shengshan Hu, Robin Doss | Published: 2022-04-22
Privacy Protection Method
Privacy Enhancing Technology
Model Design

A Theoretical View of Linear Backpropagation and Its Convergence

Authors: Ziang Li, Yiwen Guo, Haodi Liu, Changshui Zhang | Published: 2021-12-21 | Updated: 2024-01-10
Model Design
Convergence Analysis
Defense Method

ML Supported Predictions for SAT Solvers Performance

Authors: A. -M. Leventi-Peetz, Jörg-Volker Peetz, Martina Rohde | Published: 2021-12-17
Model Design
Performance Evaluation Metrics
Machine Learning Method

Utilizing XAI technique to improve autoencoder based model for computer network anomaly detection with shapley additive explanation(SHAP)

Authors: Khushnaseeb Roshan, Aasim Zafar | Published: 2021-12-14
Data Collection
Model Design
Machine Learning Method