"symbolic regression" Papers

12 papers found

Deep Legendre Transform

Aleksey Minabutdinov, Patrick Cheridito

NEURIPS 2025arXiv:2512.19649

Dimension Reduction for Symbolic Regression

Paul Kahlmeyer, Markus Fischer, Joachim Giesen

AAAI 2025paperarXiv:2506.19537
1
citations

DisCo-DSO: Coupling Discrete and Continuous Optimization for Efficient Generative Design in Hybrid Spaces

Jacob F. Pettit, Chak Shing Lee, Jiachen Yang et al.

AAAI 2025paperarXiv:2412.11051
1
citations

Discovering Symmetries of ODEs by Symbolic Regression

Paul Kahlmeyer, Niklas Merk, Joachim Giesen

AAAI 2025paperarXiv:2506.19550

Graph-based Symbolic Regression with Invariance and Constraint Encoding

Ziyu Xiang, Kenna Ashen, Xiaofeng Qian et al.

NEURIPS 2025

Improving Monte Carlo Tree Search for Symbolic Regression

Zhengyao Huang, Daniel Huang, Tiannan Xiao et al.

NEURIPS 2025arXiv:2509.15929

LLM-SR: Scientific Equation Discovery via Programming with Large Language Models

Parshin Shojaee, Kazem Meidani, Shashank Gupta et al.

ICLR 2025arXiv:2404.18400
57
citations

Noise-Resilient Symbolic Regression with Dynamic Gating Reinforcement Learning

Chenglu Sun, Shuo Shen, Wenzhi Tao et al.

AAAI 2025paperarXiv:2501.01085
5
citations

Symbolic regression via MDLformer-guided search: from minimizing prediction error to minimizing description length

Zihan Yu, Jingtao Ding, Yong Li et al.

ICLR 2025arXiv:2411.03753
8
citations

Uncover Governing Law of Pathology Propagation Mechanism Through A Mean-Field Game

Tingting Dan, Zhihao Fan, Guorong Wu

NEURIPS 2025

A Neural-Guided Dynamic Symbolic Network for Exploring Mathematical Expressions from Data

Wenqiang Li, Weijun Li, Lina Yu et al.

ICML 2024arXiv:2309.13705
13
citations

Racing Control Variable Genetic Programming for Symbolic Regression

Nan Jiang, Yexiang Xue

AAAI 2024paperarXiv:2309.07934
6
citations