3 papers
cs.NI2026
FlowCLIP: Contrastive Pretraining Using Domain Names for Encrypted Traffic Classification
Eun Hun Choi
Network traffic classification enables website fingerprinting, intrusion detection, and quality of service management. However, developing methods that capture stable and generaliz…
cs.LG2026
Uncertainty Estimation via Hyperspherical Confidence Mapping
Eunseo Choi, Ho-Yeon Kim, Jaewon Lee +3
Quantifying uncertainty in neural network predictions is essential for high-stakes domains such as autonomous driving, healthcare, and manufacturing. While existing approaches ofte…
cs.NI2026
Confidence Driven Classification of Application Types in the Presence of Background Network Traffic
Eun Hun Choi, Jasleen Kaur, Vladas Pipiras +2
Accurately classifying the application types of network traffic using deep learning models has recently gained popularity. However, we find that these classifiers do not perform we…