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When Does Deep RL Beat Calibrated Baselines? A Benchmark Study on Adaptive Resource Control

arXiv cs.LG · 2026-05-27 Cached

A benchmark study finding that a calibrated rule-based autoscaler beats six mainstream deep RL algorithms on cost across all tested workloads, with RL only showing benefits on bursty patterns at higher cost. The paper introduces RLScale-Bench to improve evaluation protocol and reproducibility.

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