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20242026
most citedA thermodynamic and analytical description on the quantitative phase-field model with enhanced interface diffusivity

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cond-mat.mtrl-sci2026

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates

Zishuo Lan, Junjie Li, Lei Wang +1

Autoregressive learning of time-stepping operators provides an effective approach to data-driven partial differential equation (PDE) simulation, yet for conservation laws, they fac…