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.
Stable-baselines3: Reliable reinforcement learning implementa- tions
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
fields
eess.SY 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
PBRS-augmented RL trained in simple settings transfers zero-shot to complex UAV environments when wrapped with a CLF-CBF-QP safety filter, yielding shorter missions and formal safety guarantees.
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.
-
Zero-Shot, Safe and Time-Efficient UAV Navigation via Potential-Based Reward Shaping, Control Lyapunov and Barrier Functions
PBRS-augmented RL trained in simple settings transfers zero-shot to complex UAV environments when wrapped with a CLF-CBF-QP safety filter, yielding shorter missions and formal safety guarantees.