Performance Evaluation Metrics

SmartValidator: A Framework for Automatic Identification and Classification of Cyber Threat Data

Authors: Chadni Islam, M. Ali Babar, Roland Croft, Helge Janicke | Published: 2022-03-15
Model Selection Method
Performance Evaluation Metrics
Threat Intelligence

PUMA: Performance Unchanged Model Augmentation for Training Data Removal

Authors: Ga Wu, Masoud Hashemi, Christopher Srinivasa | Published: 2022-03-02
Data Management System
Trade-off Analysis
Performance Evaluation Metrics

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

MuxLink: Circumventing Learning-Resilient MUX-Locking Using Graph Neural Network-based Link Prediction

Authors: Lilas Alrahis, Satwik Patnaik, Muhammad Shafique, Ozgur Sinanoglu | Published: 2021-12-14
Link Prediction Method
Performance Evaluation Metrics
Machine Learning Method

Membership Inference Attacks From First Principles

Authors: Nicholas Carlini, Steve Chien, Milad Nasr, Shuang Song, Andreas Terzis, Florian Tramer | Published: 2021-12-07 | Updated: 2022-04-12
Privacy Risk Management
Membership Inference
Performance Evaluation Metrics

Federated Learning with Heterogeneous Differential Privacy

Authors: Nasser Aldaghri, Hessam Mahdavifar, Ahmad Beirami | Published: 2021-10-28 | Updated: 2023-01-14
Privacy Protection Mechanism
Distributed Learning
Performance Evaluation Metrics

Machine Learning Algorithms In User Authentication Schemes

Authors: Laura Pryor, Rushit Dave, Naeem Seliya, Evelyn R Sowells Boone | Published: 2021-10-15
User Activity Analysis
Performance Evaluation Metrics
Machine Learning Algorithm

A Survey of Machine Learning Algorithms for Detecting Ransomware Encryption Activity

Authors: Erik Larsen, David Noever, Korey MacVittie | Published: 2021-10-14
Model Selection
Performance Evaluation Metrics
Machine Learning Algorithm

Pervasive Label Errors in Test Sets Destabilize Machine Learning Benchmarks

Authors: Curtis G. Northcutt, Anish Athalye, Jonas Mueller | Published: 2021-03-26 | Updated: 2021-11-07
Data Curation
Label Inference Attack
Performance Evaluation Metrics

Towards Practical Robustness Analysis for DNNs based on PAC-Model Learning

Authors: Renjue Li, Pengfei Yang, Cheng-Chao Huang, Youcheng Sun, Bai Xue, Lijun Zhang | Published: 2021-01-25 | Updated: 2022-04-13
PAC Robustness
Performance Evaluation Metrics
Deep Learning Technology