reinforcement learning in inference serving

Adaptive Inference Batching using Policy Gradients

Source note · Jul 6, 2026

The research proposes using reinforcement learning (RL) to create adaptive batching and routing policies for inference serving systems, which can handle bursty, heterogeneous workloads more efficiently than traditional…