Bias in the Shadows: Explore Shortcuts in Encrypted Network Traffic Classification
cs.LG, cs.NI
Submitted: 2026-01-15
Updated: 2026-01-15
DOI: 10.1109/IWQoS70441.2026.11661209
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- Kitsune: An Ensemble of Autoencoders for Online Network Intrusion Detection
- netFound: Principled Design for Network Foundation Models
- The Clever Hans Mirage: A Comprehensive Survey on Spurious Correlations in Machine Learning
- Navigating Shortcuts, Spurious Correlations, and Confounders: From Origins via Detection to Mitigation
- InterpretML: A Unified Framework for Machine Learning Interpretability
- Captum: A unified and generic model interpretability library for PyTorch
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