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#machine learning Preprint Sep 2026

Fractional State Space Transition for Long Sequence Modeling

State Space Models (SSMs) compress sequence history into a bounded recurrent state, making the resulting memory law a central architectural choice for long-context performance. Most modern SSMs rely on ODE-based dynamics that lead to exponential forgetting, limiting their ability to retain information over broad tempor...

I. Kobyzev, Abbas Ghaddar, Ali Nasiri-Sarvi et al. · 0 citations
Preprint Aug 2026

Survival-Guided Length Control for Efficient Diffusion Language Models

Diffusion language models (DLMs) generate text by iteratively denoising masked sequences, but standard decoding either fixes the sequence length or relies on ad hoc stopping rules, often leading to unnecessary denoising steps. We recast length selection as a discrete-time survival problem over the end-of-sequence token...

I. Kobyzev, Abbas Ghaddar, Yufei Cui · 0 citations

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