Fast, accurate, and transferable many-body interatomic potentials by
symbolic regression

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Fast, accurate, and transferable many-body interatomic potentials by symbolic regression

1 April 2019

Alberto Hernandez

Adarsh Balasubramanian

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Papers citing "Fast, accurate, and transferable many-body interatomic potentials by symbolic regression"

18 / 18 papers shown

Title
SyMANTIC: An Efficient Symbolic Regression Method for Interpretable and Parsimonious Model Discovery in Science and Beyond Madhav Muthyala Farshud Sorourifar You Peng J. Paulson 281 2 0 05 Feb 2025
Ab Initio Nonparametric Variable Selection for Scalable Symbolic Regression with Large $p$ Shengbin Ye Meng Li 113 0 0 17 Oct 2024
Symbolic Regression with a Learned Concept Library Arya Grayeli Atharva Sehgal Omar Costilla-Reyes Miles Cranmer Swarat Chaudhuri 111 15 0 14 Sep 2024
Discovering Nuclear Models from Symbolic Machine Learning Jose M. Munoz S. Udrescu Ronald F. Garcia Ruiz 109 0 0 17 Apr 2024
Multi-View Symbolic Regression E. Russeil Fabrício Olivetti de França K. Malanchev Bogdan Burlacu E. Ishida Marion Leroux Clément Michelin Guillaume Moinard E. Gangler 28 1 0 06 Feb 2024
LTAU-FF: Loss Trajectory Analysis for Uncertainty in Atomistic Force Fields Joshua A. Vita Amit Samanta Fei Zhou Vincenzo Lordi 68 3 0 01 Feb 2024
Interpretable Ensemble Learning for Materials Property Prediction with Classical Interatomic Potentials: Carbon as an Example Xinyu Jiang Haofan Sun K. Choudhary H. Zhuang Qiong Nian 13 0 0 24 Jul 2023
Controllable Neural Symbolic Regression Tommaso Bendinelli Luca Biggio Pierre-Alexandre Kamienny 79 15 0 20 Apr 2023
Interpretable Symbolic Regression for Data Science: Analysis of the 2022 Competition F. O. França M. Virgolin M. Kommenda M. Majumder M. Cranmer ... Bogdan Burlacu Jaan Kasak Meera Machado Casper Wilstrup William La Cava 51 10 0 03 Apr 2023
Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search Pierre-Alexandre Kamienny Guillaume Lample Sylvain Lamprier M. Virgolin 117 32 0 22 Feb 2023
Online Symbolic Regression with Informative Query Pengwei Jin Di Huang Rui Zhang Xingui Hu Ziyuan Nan Zidong Du Qi Guo Yunji Chen 60 2 0 21 Feb 2023
Incorporating Background Knowledge in Symbolic Regression using a Computer Algebra System Charles Fox Neil Tran Nikki Nacion Samiha Sharlin Tyler R. Josephson 124 3 0 27 Jan 2023
Interpretable Scientific Discovery with Symbolic Regression: A Review N. Makke Sanjay Chawla 129 116 0 20 Nov 2022
Generalizability of Functional Forms for Interatomic Potential Models Discovered by Symbolic Regression Alberto Hernandez Tim Mueller 40 1 0 27 Oct 2022
Symbolic Regression is NP-hard M. Virgolin S. Pissis 157 64 0 03 Jul 2022
Symbolic Regression in Materials Science: Discovering Interatomic Potentials from Data Bogdan Burlacu M. Kommenda G. Kronberger Stephan M. Winkler M. Affenzeller 34 4 0 13 Jun 2022
Evolving symbolic density functionals He Ma Arunachalam Narayanaswamy Patrick F. Riley Li Li 142 32 0 03 Mar 2022
Polymer Informatics: Current Status and Critical Next Steps Lihua Chen G. Pilania Rohit Batra T. D. Huan Chiho Kim Christopher Kuenneth R. Ramprasad AI4CE 80 185 0 01 Nov 2020