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Saptarshi Debroy

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#reinforcement learning Conference Jul 2026

ProFlow: RL-Driven and Performance-Aware Proactive Flow Placement in Datacenter Networks

ProFlow leverages distributed telemetry signals and offline-trained reinforcement learning to identify precursor congestion conditions and proactively reroute protected flows before throughput degradation occurs, demonstrating the effectiveness of anticipatory congestion management.

Sourya Saha, Md. Nurul Absur, Saptarshi Debroy · IEEE Conference on Local Com... · 0 citations