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Changrui Cai

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#small language model Preprint Aug 2026

Multi-Access Speculative Inference: Uplink or Downlink?

A sum-token-goodput maximization problem that jointly accounts for mode selection, draft-length control, and power allocation is formulated, and a simple optimal structure is revealed that enables efficient search over the number of UL devices, with the corresponding transmit powers optimized accordingly.

Changrui Cai, Kaibin Huang · 0 citations