Giuseppe Aceto

XAI Meets Mobile Traffic Classification: Understanding and Improving Multimodal Deep Learning Architectures

2021 · IEEE Transactions on Network and Service Management

The increasing diffusion of mobile devices has dramatically changed the network traffic landscape, with Traffic Classification (TC) surging into a fundamental role while facing new and unprecedented challenges. The recent and appealing adoption of Deep …

Encrypted Multitask Traffic Classification via Multimodal Deep Learning

2021

Traffic Classification (TC), i.e. the collection of procedures for inferring applications and/or services generating network traffic, represents the workhorse for service management and the enabler for valuable profiling information. Sadly, the growing trend toward encrypted …