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Author

Chu-Min Sun

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Open access Oct 2026

Analytical Prediction of Critical Transitions in Oscillator Networks With Non‐Local Links

ABSTRACT A wide range of dynamical systems can be modeled as oscillators coupled through an interaction network. Such frameworks have been widely used to explore the emergence of collective phenomena across diverse applications. Here, we develop an analytical framework for oscillator‐based Ising systems with Kuramoto‐t...

Qiang Li, Chu-Min Sun, David Waxman et al. · 0 citations
#natural language process... Preprint Sep 2026

OUTLETS: Output-Length Prediction from Speculative Decoding Backbones

This work identifies a structural connection between speculative decoding (SD) and length prediction: latent representations produced by the draft decoder in advanced frameworks (e.g., EAGLE-3) encode signals that are predictive of generation length.

Wei-Huang Wen, Ying-Ying Liu, Yi-Chuan Liu et al. · 0 citations

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