Performance Evaluation Metrics

Reconstructing Training Data from Trained Neural Networks

Authors: Niv Haim, Gal Vardi, Gilad Yehudai, Ohad Shamir, Michal Irani | Published: 2022-06-15 | Updated: 2022-12-05
Hyperparameter Tuning
Performance Evaluation Metrics
Adversarial Learning

Learn to Adapt: Robust Drift Detection in Security Domain

Authors: Aditya Kuppa, Nhien-An Le-Khac | Published: 2022-06-15
Drift Detection Method
Performance Evaluation Metrics
Adversarial Learning

FedSA: Accelerating Intrusion Detection in Collaborative Environments with Federated Simulated Annealing

Authors: Helio N. Cunha Neto, Ivana Dusparic, Diogo M. F. Mattos, Natalia C. Fernandes | Published: 2022-05-23
Convergence Property
Performance Evaluation Metrics
Loss Function

Threat Detection for General Social Engineering Attack Using Machine Learning Techniques

Authors: Zuoguang Wang, Yimo Ren, Hongsong Zhu, Limin Sun | Published: 2022-03-15 | Updated: 2022-03-17
Dataset evaluation
Performance Evaluation Metrics
Feature Selection Method

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