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Bharat Venkitesh

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#artificial intelligence Preprint Oct 2026

Why Speculative Decoding Works Better Than Predicted on Sparse MoE Models

Speculative decoding (SD) accelerates autoregressive inference by leveraging the memory bound nature of decoding, verifying multiple draft tokens in a single forward pass. For mixture-of-experts (MoE) models, prior work predicts a concave speedup-batch size relationship, with gains peaking at intermediate batch sizes d...

Ekagra Ranjan, Komal K. Teru, Bharat Venkitesh et al. · 0 citations

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