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.
Multi-timescale evaluation of starlink throughput
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
background 1
citation-polarity summary
fields
eess.SY 2years
2026 2verdicts
UNVERDICTED 2roles
background 1polarities
background 1representative citing papers
BG-CFQS provides risk-aware quantile-based forecasting for Starlink throughput that meets overestimation budgets and reduces positive errors compared to other feasible methods.
citing papers explorer
-
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.
-
Risk-Aware Safe Throughput Forecasting for Starlink Networks
BG-CFQS provides risk-aware quantile-based forecasting for Starlink throughput that meets overestimation budgets and reduces positive errors compared to other feasible methods.