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Jing-Yang Zhang

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#artificial intelligence Preprint Aug 2026

AutoCRAT: Within-trajectory Joint Control of Stochasticity and Compute for LLM Reasoning

This work instantiates AutoCRAT, a decoder-side controller for frozen backbones that operates over a discrete action space and updates control decisions only at semantic boundaries, improving stability while remaining responsive to the evolving reasoning process.

Han-Jun Luo, Qiu-Shi Liu, Jing-Yang Zhang et al. · 0 citations
#artificial intelligence Preprint Aug 2026

LLMODE: Aligning ODEs with LLMs via Gated Token Injection for Irregular Spatio-Temporal Forecasting

LLMODE is proposed, a token-efficient framework for irregular spatio-temporal forecasting with a frozen LLM backbone that shows competitive overall performance, with clearer advantages under sparse or dynamically complex irregular sampling.

Di Zhang, Jing-Yang Zhang, Zi-Qian Wang et al. · 0 citations

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