Author

Wei Xiao

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Conference Open access Sep 2026

SplitScaling: Adaptive Scaling for Disaggregated LLM Serving Against Traffic Bursts via DRL

This work proposes a Deep Reinforcement Learning-based auto-scaling framework tailored for the PD architecture that enables the agent to capture non-linear load dynamics, thereby achieving decoupled and precise scaling for prefill and decode pools.

Wei Xiao, Xue-Feng Huang, Wei-Jia Shi et al. · Proceedings of the Thirty-Fi... · 0 citations