2 papers
cs.IT2025
Learned Digital Codes for Over-the-Air Computation in Federated Edge Learning
Antonio Tarizzo, Mohammad Kazemi, Deniz Gündüz
Federated edge learning (FEEL) enables wireless devices to collaboratively train a centralised model without sharing raw data, but repeated uplink transmission of model updates mak…
cs.LG2025
Learned Digital Over-the-Air Computing for Federated Edge Learning
Antonio Tarizzo, Mohammad Kazemi, Deniz Gündüz
Over-the-air (OTA) aggregation enables federated edge learning (FEEL) by exploiting the superposition property of the wireless channel to merge communication with computation, elim…