Formal Logic Enabled Personalized Federated Learning through Property Inference
Ziyan An,
Taylor T. Johnson,
Meiyi Ma
Abstract:Recent advancements in federated learning (FL) have greatly facilitated the development of decentralized collaborative applications, particularly in the domain of Artificial Intelligence of Things (AIoT). However, a critical aspect missing from the current research landscape is the ability to enable data-driven client models with symbolic reasoning capabilities. Specifically, the inherent heterogeneity of participating client devices poses a significant challenge, as each client exhibits unique logic reasoning… Show more
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