SafeSABR cuts severe-stall sessions in Starlink video streaming from 22.8% to 7.2% and worst-5% rebuffering from 54.30 s to 22.68 s at 1.8% QoE cost via behavior-cloning pretraining, risk-calibrated RL, and safe-capacity auditing.
Modeling and predicting starlink throughput with fine-grained burst characterization
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SafeSABR: Risk-Calibrated Adaptive Bitrate Streaming over Starlink Networks
SafeSABR cuts severe-stall sessions in Starlink video streaming from 22.8% to 7.2% and worst-5% rebuffering from 54.30 s to 22.68 s at 1.8% QoE cost via behavior-cloning pretraining, risk-calibrated RL, and safe-capacity auditing.