Lavesh Mangal

Mind the Generalization Gap: Lessons from Reproducing Research on Machine Learning for Wireless Networks

Machine learning is increasingly used across wireless systems, with research papers reporting highly promising results, yet most proposed solutions are never deployed in practice. One major reason is the generalization gap between research evaluation and real world wireless settings. In this paper, we reproduce studies...