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arxiv_cs_lg ยท Jul 6, 2026 ยท paper

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Adaptive Inference Batching using Policy Gradients

arxiv.orgJul 6, 2026
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Inference serving systems must balance throughput and latency under bursty, heterogeneous workloads, yet the industry standard remains static batching policies that require manual tuning and cannot adapt to shifting t...

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