Author

Param Chordiya

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Jul 2026

Lossless but Not Free: An Empirical Anatomy of Speculative Decoding on Consumer Hardware

A from-scratch, device-agnostic (CUDA/MPS/CPU) implementation and an empirical study across five draft/target backend configurations on a consumer Apple-silicon laptop, finding the best configuration reaches a measured wall-clock speedup.

Param Chordiya · arXiv.org · 0 citations