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Invariant Discovery for Networked Systems
Hongyu Hè, Alexander Krentsel, Sylvia Ratnasamy +1
Invariants, the relations expected to hold among measured signals of a network, underpin applications from verification to traffic generation, telemetry imputation, and input valid…
Worst-Case Discovery and Runtime Protection for RL-Based Network Controllers
Hongyu Hè, Minhao Jin, Maria Apostolaki
RL-based controllers achieve strong average-case performance in networking tasks such as congestion control and adaptive bitrate streaming. Yet their performance can degrade severe…
Making Logic a First-Class Citizen in Generative ML for Networking
Hongyu Hè, Minhao Jin, Maria Apostolaki
Generative ML models are increasingly popular in networking for tasks such as telemetry imputation, prediction, and synthetic trace generation. Despite their capabilities, they suf…