Unsupervised Hierarchical Symbolic Regression for Interpretable Property Modeling in Complex Multi-Variable Systems. [PDF]
Lou S, Liu C, Zhang D, Chen Y, Mo F.
europepmc +1 more source
A computational framework for physics-informed symbolic regression with straightforward integration of domain knowledge. [PDF]
Keren LS, Liberzon A, Lazebnik T.
europepmc +1 more source
Sustainable Materials Design With Multi‐Modal Artificial Intelligence
Critical mineral scarcity, high embodied carbon, and persistent pollution from materials processing intensify the need for sustainable materials design. This review frames the problem as multi‐objective optimization under heterogeneous, high‐dimensional evidence and highlights multi‐modal AI as an enabling pathway.
Tianyi Xu +8 more
wiley +1 more source
We investigate whether Montessori and traditional schooling systems shape the developmental trajectory of large‐scale brain dynamics in different ways. We quantify the arrow of time (“non‐reversibility”) in neural activity during resting state and movie‐watching, revealing distinct maturational patterns.
Elvira del Agua +6 more
wiley +1 more source
Hybrid PSO-SVM and symbolic regression model for agricultural water demand prediction. [PDF]
Lv H, Zhao Y, Wang W, Hou K, Zheng X.
europepmc +1 more source
Contemporary Symbolic Regression Methods and their Relative Performance. [PDF]
La Cava W +7 more
europepmc +1 more source
Multi-Link Prediction for mmWave Wireless Communication Systems Using Liquid Time-Constant Networks, Long Short- Term Memory, and Interpretation Using Symbolic Regression [PDF]
Vishnu S. Pendyala, Milind S. Patil
openalex +1 more source
Learning Approximate Symbolic Solutions to Burgers' Equation using Symbolic Regression. [PDF]
Cohen BG, Beykal B, Bollas GM.
europepmc +1 more source
Data-Driven Non-Linear Current Controller Based on Deep Symbolic Regression for SPMSM. [PDF]
Usama M, Lee IY.
europepmc +1 more source
Integrating interpretable machine learning with the fixed‐potential method reveals a novel mechanism: the catalytic activity of the electrochemical nitrogen reduction reaction is governed by partial charge transfer, induced by variations in the intermediate potential of zero charge under constant potential.
Yufei Xue +6 more
wiley +1 more source

