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Chaitanya Dwivedi

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#machine learning Preprint Sep 2026

Unlocking Lossless Speedups in LLMs via Discrete Diffusion

Large Language Models (LLMs) owe much of their success to next-token prediction (NTP), but their autoregressive (AR) structure requires slow, sequential token generation. To overcome this bottleneck, we introduce diffusion-augmented LLMs, a new class of models that defines an AR model distribution while using diffusion...

S. Sahoo, Ling-Jie Chen, Khiem Pham et al. · 1 citation

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