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#artificial intelligence Preprint Sep 2026

Acceleration of Diffusion Language Model through Discrete Average Generator

Discrete diffusion models and flow matching have emerged as powerful frameworks for generative modeling over discrete state spaces, yet efficient few-step generation remains a fundamental challenge. In this work, we introduce the Discrete Average Generator, a principled extension of MeanFlow to Continuous-Time Markov C...

Yi-Dong Ouyang, Zheng-Yan Wan, Themistoklis Haris et al. · 0 citations
#machine learning Preprint Sep 2026

Elastic Threshold Attention: Learned Contextual Sparsity for Long-Context Decoding

This work introduces Elastic Threshold Attention, an end-to-end trainable architecture that rivals dense model quality under hardware-aligned block-sparse decoding, and introduces an offline calibration algorithm for domain-specific deployments that freezes per-head constant thresholds, cutting attention compute by an...

Themistoklis Haris, Henry Li, Maryam Karimzadehgan · 1 citation · ⚡1

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