IEEE/ICACT20260115 Slide.21        [Big Slide]       Oral Presentation
・Next, I will explain the cwnd dynamics in the throughput convergence scenario. ・Figure (a) shows the cwnd behavior when both flows use CUBIC. ・The yellow line represents the competing flow n1, which stops during the simulation. ・After the competing flow stops, the cwnd of the n0 flow increases slowly. ・In contrast, Figure (b) shows the cwnd dynamics when RL-HKD is used for the n0 flow. ・We can see that RL-HKD rapidly increases its cwnd after the competing flow stops. ・This indicates that RL-HKD can quickly adapt to network changes, leading to faster throughput recovery.

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