The SFMA framework with Cross-User Attention and a polynomial-time joint pairing-bandwidth algorithm reduces global semantic distortion in multi-user downlink systems while meeting bandwidth, latency, and energy constraints.
Optimizing model splitting and device task assignment for deceptive si gnal assisted private multi-hop split learning
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Joint Device Pairing and Bandwidth Allocation Optimisation for Semantic Feature Multiple Access Networks
The SFMA framework with Cross-User Attention and a polynomial-time joint pairing-bandwidth algorithm reduces global semantic distortion in multi-user downlink systems while meeting bandwidth, latency, and energy constraints.