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Paper · arXiv

Transformer-Based MCS Prediction for 5G Multicast-Broadcast Services (MBS)

The deployment of 5G Multicast-Broadcast Services (MBS) is emerging as a critical technology for spectral-efficient UHD content delivery and serving as a promising solution to modernize CATV deployment. However, unlike unicast networks that rely on RLC-AM with HARQ retransmissions, MBS broadcast operates in RLC Unacknowledged Mode (RLC-UM), where the absence of a feedback loop means packet loss is permanent and immediately impacts user QoE. Conventional link adaptation algorithms, designed for unicast, typically aggressively maximize throughput and fail in this risk-intolerant environment, resulting in severe video stalls and rebuffering. To address this, we propose a lightweight Transfor...

AuthorsKasidis Arunruangsirilert, Jiro Katto
Primary categorycs.NI
Published16 May 2026
Last updated at source16 May 2026
cs.NIcs.LG
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