2 papers
cs.CR2026
Stream Assembly Is an Uncontrolled Treatment in Streaming Intrusion-Detection Benchmarks
Michel A. Youssef
Streaming intrusion-detection studies assemble evaluation streams from network captures by interleaving capture days, pooling captures, or replaying records round robin. We show on…
cs.LG2026
PATE-TabTransGAN: Differentially Private Synthetic Tabular Data Generation via Transformer-Based Student Discrimination
M. Youssef, M. Woźniak
Generating high-fidelity synthetic tabular data under formal differential privacy guarantees remains an open challenge. Methods that provide strong theoretical protection typically…