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Preprint Oct 2026

ASE: Attribution-Guided Semantic Evolution for Time Series Forecasting

This work presents Attribution-guided Semantic Evolution (ASE), a modular framework for constructing textual factors, evaluating their conditional contribution, and deploying validation-selected numerical--textual predictors, coupled to suitable numerical experts.

Yuxuan Zheng, Zhao-Yang Li, Pu-Rui Liu et al. · 0 citations

PiERN: Token-Level Routing for Integrating High-Precision Computation and Reasoning

Physically-isolated Experts Routing Network (PiERN), an architecture that directs computation and reasoning at token level, thereby enabling iterative alternation within a single chain of thought, is proposed, offering an efficient, interpretable, and scalable paradigm for interfacing language models with scientific sy...

Jing-Yuan Fan, Pu-Rui Liu, Heng Xiao et al. · 0 citations

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