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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Kyle Jamieson

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Book Open access Aug 2026

Synchronizing with the Scheduler: Dual-Loop Congestion Control for 5G Uplink on Commodity Devices

Current end-to-end congestion-control feedback is too slow to track rapid wireless dynamics in cellular networks. We identify Grant-to-Buffer Ratio (GBR)—the ratio of base-station uplink grants to mobile-reported demand—as a millisecond-scale RAN signal of uplink resource scarcity. Measurements across AT&T, Verizon, an...

Qiang Wu, Yuxin Liu, Tianyang Zhang et al. · 0 citations

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