Search Results - chuanneng+sun

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Communication-efficient Federated Learning NG-RAN Design with Fronthaul Awareness

Fig. 1: Structure of federated learning-based NG-RAN algorithm. Invention Summary: Mobile network operators are faced with meeting demands beyond 5G networks, such as opening/virtualizing radio access network (RAN) layers, maintaining privacy, and achieving ultra-low latencies, high data rates, and low operational expenses for data transmission....

Published: 1/29/2024 | Inventor(s): Dario Pompili, Chuanneng Sun

Keywords(s):

Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms, Technology Classifications > Telecommunications & Networking

Two-Way Knowledge Distillation for Federated Learning

The workflow of the Fed2KD framework. Red arrows indicate the knowledge distillation direction. Invention Summary: Current contact tracing reporting platforms for infectious diseases are limited by their reactive nature, centralized approach, use of GPS, and privacy risk due to exchange of user data. Existing federated learning (FL) frameworks...

Published: 4/21/2024 | Inventor(s): Dario Pompili, Chuanneng Sun

Keywords(s):

Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > COVID-19, Technology Classifications > Software & Algorithms