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Neuromorphic Diffusion Language Models: Addressing Compute and Memory Bottlenecks via Sparsity and Block Denoising

arXiv cs.CL · yesterday Cached

Proposes neuromorphic masked diffusion language models (N-MDLMs) that integrate block diffusion with spike-based neuromorphic computation to improve throughput and energy efficiency by leveraging sparsity and generating multiple tokens per parameter access, analyzed via a roofline-inspired model.

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