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

Blind Faith: Privacy-Preserving Machine Learning using Function Approximation

Authors: Tanveer Khan, Alexandros Bakas, Antonis Michalas | Published: 2021-07-29
Privacy Leakage
Model Design
Machine Learning Algorithm

Leveraging Sharing Communities to Achieve Federated Learning for Cybersecurity

Authors: Frank W. Bentrem, Michael A. Corsello, Joshua J. Palm | Published: 2021-04-23 | Updated: 2021-04-27
Automation of Cybersecurity
Model Design
Machine Learning Technology

CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU

Authors: Sijun Tan, Brian Knott, Yuan Tian, David J. Wu | Published: 2021-04-22
Privacy Protection
Model Design
Encryption Technology

Patch Shortcuts: Interpretable Proxy Models Efficiently Find Black-Box Vulnerabilities

Authors: Julia Rosenzweig, Joachim Sicking, Sebastian Houben, Michael Mock, Maram Akila | Published: 2021-04-22
Multi-Class Classification
Model Design
Feature Engineering

Mapping the Internet: Modelling Entity Interactions in Complex Heterogeneous Networks

Authors: Simon Mandlik, Tomas Pevny | Published: 2021-04-19 | Updated: 2022-06-08
Poisoning
Model Design
Machine Learning Technology

Vectorized Secure Evaluation of Decision Forests

Authors: Raghav Malik, Vidush Singhal, Benjamin Gottfried, Milind Kulkarni | Published: 2021-04-19
Privacy Protection
Model Design
Encryption Technology

Orthogonalizing Convolutional Layers with the Cayley Transform

Authors: Asher Trockman, J. Zico Kolter | Published: 2021-04-14
Model Design
Resource optimization
Machine Learning Technology