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cs.LG2025
An End-to-End Differentiable, Graph Neural Network-Embedded Pore Network Model for Permeability Prediction
Qingqi Zhao, Heng Xiao
Accurate prediction of permeability in porous media is essential for modeling subsurface flow. While pure data-driven models offer computational efficiency, they often lack general…
cs.LG2025
PiERN: Token-Level Routing for Integrating High-Precision Computation and Reasoning
Hengbo Xiao, Purui Liu, Jingyuan Fan +5
Tasks on complex systems require high-precision numerical computation to support decisions. However, current large language models (LLMs), even with enhanced reasoning capabilities…