Symbolic Regression is NP-hard

3 July 2022

Papers citing "Symbolic Regression is NP-hard"

15 / 15 papers shown

Title
Deep Symbolic Optimization: Reinforcement Learning for Symbolic Mathematics Conor F. Hayes Felipe Leno Da Silva Jiachen Yang T. Nathan Mundhenk Chak Shing Lee ... Ahmet Can Solak Thomas Desautels Daniel Faissol Brenden K. Petersen Mikel Landajuela 22 0 0 16 May 2025
Inferring Interpretable Models of Fragmentation Functions using Symbolic Regression N. Makke S. Chawla 51 0 0 13 Jan 2025
ISR: Invertible Symbolic Regression Tony Tohme M. J. Khojasteh Mohsen Sadr Florian Meyer Kamal Youcef-Toumi 51 0 0 10 May 2024
LLM-SR: Scientific Equation Discovery via Programming with Large Language Models Parshin Shojaee Kazem Meidani Shashank Gupta A. Farimani Chandan K. Reddy 42 15 0 29 Apr 2024
Prove Symbolic Regression is NP-hard by Symbol Graph Jinglu Song Qiang Lu Bozhou Tian Jingwen Zhang Jake Luo Zhiguang Wang 30 0 0 22 Apr 2024
Inexact Simplification of Symbolic Regression Expressions with Locality-sensitive Hashing Guilherme Seidyo Imai Aldeia F. O. D. França William La Cava 33 2 0 08 Apr 2024
Vertical Symbolic Regression Nan Jiang Md Nasim Yexiang Xue 27 1 0 19 Dec 2023
Physical Symbolic Optimization Wassim Tenachi Rodrigo Ibata F. Diakogiannis 44 0 0 06 Dec 2023
GFN-SR: Symbolic Regression with Generative Flow Networks Sida Li Ioana Marinescu Sebastian Musslick 29 3 0 01 Dec 2023
MESSY Estimation: Maximum-Entropy based Stochastic and Symbolic densitY Estimation Tony Tohme Mohsen Sadr K. Youcef-Toumi N. Hadjiconstantinou 30 3 0 07 Jun 2023
Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search Pierre-Alexandre Kamienny Guillaume Lample Sylvain Lamprier M. Virgolin 34 25 0 22 Feb 2023
Stretched and measured neural predictions of complex network dynamics V. Vasiliauskaite Nino Antulov-Fantulin 33 1 0 12 Jan 2023
Interpretable Scientific Discovery with Symbolic Regression: A Review N. Makke S. Chawla 38 93 0 20 Nov 2022
What can we Learn by Predicting Accuracy? Olivier Risser-Maroix Benjamin Chamand 27 4 0 02 Aug 2022
Symbolic Regression by Exhaustive Search: Reducing the Search Space Using Syntactical Constraints and Efficient Semantic Structure Deduplication Lukas Kammerer G. Kronberger Bogdan Burlacu Stephan M. Winkler M. Kommenda M. Affenzeller 63 25 0 28 Sep 2021