# Decode-Latency Feedback Prefill: A Model-Free Controller and Its Generalization Limits

> Толық мәтін ағылшын тілінде

**Published:** 2026 ж. 1 қазан
**Author:** Gaurav Agarwal, Ashish Garg, Isha Singhal
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/kk/articles/decode-latency-feedback-prefill-a-model-free-controller-and-its-generali

Concurrent autoregressive inference creates a fundamental interference problem: prefilling a newly arrived long prompt can delay tokens for requests that are already decoding. Fixed prefill chunks reduce this interference, but the best chunk size depends on the model, hardware,…

> Материал бастапқы дереккөзден алынған: **arXiv — cs.AI**
> [Толық мәтінді arXiv — cs.AI сайтында оқу](https://arxiv.org/abs/2609.38386)

**Тегтер:** #arXiv

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