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cs.NI2026
StarWorld: A Cross-Layer World Model for Starlink Prediction and Streaming
Bowen Zhang, Pengcheng Luo, Hongjun Xie +3
Starlink and other low Earth orbit (LEO) satellite broadband systems exhibit stochastic access dynamics whose effects propagate from network measurements to throughput prediction a…
cs.NI2025
SABR: A Stable Adaptive Bitrate Framework Using Behavior Cloning Pretraining and Reinforcement Learning Fine-Tuning
Pengcheng Luo, Yunyang Zhao, Bowen Zhang +3
With the advent of 5G, the internet has entered a new video-centric era. From short-video platforms like TikTok to long-video platforms like Bilibili, online video services are res…