Interpretable Scientific Discovery with Symbolic Regression: A Review

20 November 2022

Papers citing "Interpretable Scientific Discovery with Symbolic Regression: A Review"

40 / 40 papers shown

Title
Generative Discovery of Partial Differential Equations by Learning from Math Handbooks Hao Xu Y. Chen Rui Cao Tianning Tang Mengge Du Jiacheng Li Adrian H. Callaghan Dongxiao Zhang 29 0 0 09 May 2025
Call for Action: towards the next generation of symbolic regression benchmark Guilherme Seidyo Imai Aldeia Hengzhe Zhang Geoffrey Bomarito Miles Cranmer Alcides Fonseca Bogdan Burlacu William La Cava F. O. França 22 0 0 06 May 2025
Seeing Through Risk: A Symbolic Approximation of Prospect Theory Ali Arslan Yousaf Umair Rehman Muhammad Umair Danish 37 0 0 20 Apr 2025
CTSR: Cartesian tensor-based sparse regression for data-driven discovery of high-dimensional invariant governing equations Boqian Zhang Juanmian Lei Guoyou Sun Shuaibing Ding Jian Guo 38 0 0 10 Apr 2025
Interpretable Multimodal Learning for Tumor Protein-Metal Binding: Progress, Challenges, and Perspectives Xiaokun Liu Sayedmohammadreza Rastegari Yijun Huang Sxe Chang Cheong Weikang Liu ... Sina Tabakhi Xianyuan Liu Zheqing Zhu Wei Sang Haiping Lu 29 0 0 04 Apr 2025
Interpretable Machine Learning in Physics: A Review Sebastian Johann Wetzel Seungwoong Ha Raban Iten Miriam Klopotek Ziming Liu AI4CE 80 0 0 30 Mar 2025
Enhancing Symbolic Regression with Quality-Diversity and Physics-Inspired Constraints J.-P. Bruneton 51 0 0 24 Mar 2025
A Perspective on Symbolic Machine Learning in Physical Sciences N. Makke S. Chawla AI4CE 66 1 0 25 Feb 2025
DiSciPLE: Learning Interpretable Programs for Scientific Visual Discovery Utkarsh Mall Cheng Perng Phoo Mia Chiquier Bharath Hariharan Kavita Bala Carl Vondrick 79 1 0 17 Feb 2025
SyMANTIC: An Efficient Symbolic Regression Method for Interpretable and Parsimonious Model Discovery in Science and Beyond Madhav Muthyala Farshud Sorourifar You Peng J. Paulson 50 1 0 05 Feb 2025
Generalizing the SINDy approach with nested neural networks Camilla Fiorini Clément Flint Louis Fostier Emmanuel Franck Reyhaneh Hashemi Victor Michel-Dansac Wassim Tenachi 76 1 0 28 Jan 2025
EvoGP: A GPU-accelerated Framework for Tree-based Genetic Programming Lishuang Wang Zhihong Wu Kebin Sun Zhuozhao Li Ran Cheng 35 1 0 21 Jan 2025
Adaptive parameters identification for nonlinear dynamics using deep permutation invariant networks Mouad Elaarabi Domenico Borzacchiello Yves Le Guennec Philippe Le Bot Sebastien Comas-Cardona 80 0 0 20 Jan 2025
Inferring Interpretable Models of Fragmentation Functions using Symbolic Regression N. Makke S. Chawla 49 0 0 13 Jan 2025
Approximation and bounding techniques for the Fisher-Rao distances between parametric statistical models Frank Nielsen 43 3 0 08 Jan 2025
AI-Powered Urban Transportation Digital Twin: Methods and Applications Xuan Di Yongjie Fu Mehmet K.Turkcan Mahshid Ghasemi Zhaobin Mo Chengbo Zang Abhishek Adhikari Z. Kostić Gil Zussman AI4CE 39 0 0 30 Dec 2024
Learning Interpretable Network Dynamics via Universal Neural Symbolic Regression Jiao Hu Jiaxu Cui Bo Yang AI4CE 34 0 0 11 Nov 2024
Symbolic regression via MDLformer-guided search: from minimizing prediction error to minimizing description length Zihan Yu Jingtao Ding Yong Li 42 0 0 06 Nov 2024
Almost-Linear RNNs Yield Highly Interpretable Symbolic Codes in Dynamical Systems Reconstruction Manuel Brenner Christoph Jurgen Hemmer Zahra Monfared Daniel Durstewitz AI4CE 38 1 0 18 Oct 2024
Ab initio nonparametric variable selection for scalable Symbolic Regression with large $p$ Shengbin Ye Meng Li 26 0 0 17 Oct 2024
Ranking Perspective for Tree-based Methods with Applications to Symbolic Feature Selection Hengrui Luo Meng Li 33 2 0 03 Oct 2024
TorchSISSO: A PyTorch-Based Implementation of the Sure Independence Screening and Sparsifying Operator for Efficient and Interpretable Model Discovery Madhav Muthyala Farshud Sorourifar J. Paulson 40 2 0 02 Oct 2024
Discovery and inversion of the viscoelastic wave equation in inhomogeneous media Su Chen Yi Ding Hiroe Miyake Xiaojun Li 39 0 0 27 Sep 2024
Symbolic Regression with a Learned Concept Library Arya Grayeli Atharva Sehgal Omar Costilla-Reyes Miles Cranmer Swarat Chaudhuri 64 11 0 14 Sep 2024
Closed-Form Interpretation of Neural Network Latent Spaces with Symbolic Gradients Zakaria Patel S. J. Wetzel 23 2 0 09 Sep 2024
An Efficient and Generalizable Symbolic Regression Method for Time Series Analysis Yi Xie Tianyu Qiu Yun Xiong Xiuqi Huang Xiaofeng Gao Chao Chen AI4TS 32 2 0 06 Sep 2024
A Personalised Learning Tool for Physics Undergraduate Students Built On a Large Language Model for Symbolic Regression Yufan Zhu Zi-Yu Khoo Jonathan Sze Choong Low Stephane Bressan AI4Ed 35 2 0 17 Jun 2024
A Comparison of Recent Algorithms for Symbolic Regression to Genetic Programming Yousef A. Radwan G. Kronberger Stephan M. Winkler OffRL 56 4 0 05 Jun 2024
Discovering an interpretable mathematical expression for a full wind-turbine wake with artificial intelligence enhanced symbolic regression Ding Wang Yuntian Chen Shiyi Chen 40 0 0 02 Jun 2024
Hyperdimensional computing: a fast, robust and interpretable paradigm for biological data Michiel Stock Dimitri Boeckaerts Pieter Dewulf S. Taelman Maxime Van Haeverbeke W. Criekinge B. De Baets 31 2 0 27 Feb 2024
Time Series Analysis in Compressor-Based Machines: A Survey Francesca Forbicini Nicolò Oreste Pinciroli Vago Piero Fraternali AI4CE 32 0 0 27 Feb 2024
Zero-shot Imputation with Foundation Inference Models for Dynamical Systems Patrick Seifner K. Cvejoski Ramses J. Sanchez Ramsés J. Sánchez AI4TS AI4CE 18 3 0 12 Feb 2024
Bootstrapping OTS-Funcimg Pre-training Model (Botfip) -- A Comprehensive Symbolic Regression Framework Tianhao Chen Pengbo Xu Haibiao Zheng AI4CE 26 4 0 18 Jan 2024
Closed-Form Interpretation of Neural Network Classifiers with Symbolic Regression Gradients S. J. Wetzel 36 3 0 10 Jan 2024
Celestial Machine Learning: Discovering the Planarity, Heliocentricity, and Orbital Equation of Mars with AI Feynman Zi-Yu Khoo Gokul Rajiv Abel Yang Jonathan Sze Choong Low Stéphane Bressan 21 0 0 19 Dec 2023
Celestial Machine Learning: From Data to Mars and Beyond with AI Feynman Zi-Yu Khoo A. Yang Jonathan Sze Choong Low S. Bressan 41 2 0 15 Dec 2023
ODEFormer: Symbolic Regression of Dynamical Systems with Transformers Stéphane d’Ascoli Soren Becker Alexander Mathis Philippe Schwaller Niki Kilbertus 24 21 0 09 Oct 2023
Predicting Ordinary Differential Equations with Transformers Soren Becker M. Klein Alexander Neitz Giambattista Parascandolo Niki Kilbertus 29 14 0 24 Jul 2023
Chronosymbolic Learning: Efficient CHC Solving with Symbolic Reasoning and Inductive Learning Ziyan Luo X. Si LRM 26 0 0 02 May 2023
Symbolic Regression is NP-hard M. Virgolin S. Pissis 67 61 0 03 Jul 2022