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cs.LG2026
Importance-Aware Feature Sparsification for Wireless Split Learning
Bumjun Kim, Yoon Huh, Wan Choi
Wireless split learning (SL) reduces on-device computation by offloading upper layers to a server, yet transmitting high-dimensional intermediate features at each iteration remains…
eess.SP2026
Differential Privacy in Feature Reconstruction Aided Federated Learning for Agent's Semantic Communication Model Update
Yoon Huh, Bumjun Kim, Wan Choi
This paper proposes a differentially private federated learning (FL) framework built upon an FL algorithm with semantic feature reconstruction (FedSFR) for training semantic commun…