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Mostafa Elhoushi

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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
#machine learning Preprint Aug 2026

Gated Recurrent Transformers: Expressive Depth through Recurrent Modulation

Scaling transformer language models creates an inherent tension between expressivity and memory efficiency. While unique weights across layers preserve functional specialization---from input-grounding to abstract refinement---they incur a substantial memory footprint. Conversely, standard depth-sharing enforces uniform...

Amr Hegazy, Amr Alanwar, Mostafa Elhoushi · 2 citations

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