36 citations · 93 across the 25 of their papers we have counts for
4 papers · 1 filter
NetGuise: Adversarial Traffic Generation for Early-Stage Classifier Evasion
Binghui Wu, Dinil Mon Divakaran, Mohan Gurusamy
Early-stage encrypted traffic classifiers make decisions from only the first few packets of a connection, enabling low-latency classification but raising robustness concerns under…
ZEST: Attention-based Zero-Shot Learning for Unseen IoT Device Classification
Binghui Wu, Philipp Gysel, Dinil Mon Divakaran +1
Recent research works have proposed machine learning models for classifying IoT devices connected to a network. However, there is still a practical challenge of not having all devi…
DiffPerf: Towards Performance Differentiation and Optimization with SDN Implementation
Walid Aljoby, Xin Wang, Dinil Mon Divakaran +2
Continuing the current trend, Internet traffic is expected to grow significantly over the coming years, with video traffic consuming the biggest share. On the one hand, this growth…
Cost-aware Feature Selection for IoT Device Classification
Biswadeep Chakraborty, Dinil Mon Divakaran, Ido Nevat +2
Classification of IoT devices into different types is of paramount importance, from multiple perspectives, including security and privacy aspects. Recent works have explored machin…