Block error rate is a standard metric in finite blocklength (FBL) communication, yet it conflates two qualitatively different failure modes: block confusions, where the decoder selects a wrong codeword, and block erasures, where it declares a loss. Higher-layer protocols treat physical-layer failures as erasures, but t...
Semantic communications have emerged as promising solutions for improving efficiency by transmitting relevant semantics instead of raw bits. However, for latency-critical applications, the stringent low-latency requirements pose significant challenges for semantics transfer, especially in cases with diverse user demand...
Huanyu Zhang, Yu-Lin Hu, Xiao-Peng Yuan et al.· IEEE Transactions on Wireles...· 0 citations
Latency Budgeted Parallel Split Learning with Global Sampling introduces Latency Budgeted Parallel Split Learning with Global Sampling, which separates each pooled batch's integer class target from the choice of clients that supply its examples.
Mohammad Kohankhaki, Valentin Rentschler, A. Schmeink· 0 citations
Measurements characterize a trade-off among execution concurrency, assignment information, participation, and accuracy for stable-client split learning for stable-client split learning.
Mohammad Kohankhaki, Valentin Rentschler, A. Schmeink· 0 citations
This work considers a fluid-antenna assisted status update system supported by multiple source nodes monitoring the same environmental status, and proposes an efficient bisection algorithm for optimal update scheduling which efficiently eliminates all non-optimal source scheduling decisions.
Xiao-Peng Yuan, Paul Zheng, A. Schmeink· 0 citations
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