IEEE

Comprehensive Cross-Dataset Evaluation Framework for Machine Learning-Based Intrusion Detection Systems: A Robust Multi-Metric Validation Approach

Abstract: Modern intrusion detection system (IDS) assessment methods face significant methodological challenges, such as reliance on single datasets, narrow performance measurement approaches, and ...

Polymer-chemistry dataset created for training AI models

Polymers are fundamental to our daily lives, serving as the core components for a wide array of goods, including clothing, packaging, transportation infrastructure, construction materials, and ...
Frontiers

Machine Learning and AI-Driven Biomechanics in Orthopedic Surgery

Rapid advances in artificial intelligence, machine learning, and data-driven computational modeling have opened unprecedented opportunities to transform ...
IEEE

Secure Transfer Learning: Training Clean Model Against Backdoor in Pre-Trained Encoder and Downstream Dataset

Abstract: Transfer learning from pre-trained encoders has become essential in modern machine learning, enabling efficient model adaptation across diverse tasks. However, this combination of ...