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Probabilistic Grammars for Equation Discovery
v1v2 (latest)

Probabilistic Grammars for Equation Discovery

1 December 2020
Jure Brence
L. Todorovski
Jannis Brugger
ArXiv (abs)PDFHTML

Papers citing "Probabilistic Grammars for Equation Discovery"

13 / 13 papers shown
Title
Data-driven Discovery of Digital Twins in Biomedical Research
Data-driven Discovery of Digital Twins in Biomedical Research
Clémence Métayer
Annabelle Ballesta
Julien Martinelli
20
0
0
29 Aug 2025
Approximating the universal thermal climate index using sparse regression with orthogonal polynomials
Approximating the universal thermal climate index using sparse regression with orthogonal polynomials
Sabin Roman
Gregor Skok
Ljupco Todorovski
Saso Dzeroski
16
0
0
15 Aug 2025
Generalizing the SINDy approach with nested neural networks
Generalizing the SINDy approach with nested neural networks
Camilla Fiorini
Clément Flint
Louis Fostier
Emmanuel Franck
Reyhaneh Hashemi
Victor Michel-Dansac
Wassim Tenachi
199
3
0
28 Jan 2025
Active Symbolic Discovery of Ordinary Differential Equations via Phase Portrait Sketching
Active Symbolic Discovery of Ordinary Differential Equations via Phase Portrait Sketching
Nan Jiang
Md Nasim
Yexiang Xue
144
0
0
02 Sep 2024
LLM-SR: Scientific Equation Discovery via Programming with Large Language Models
LLM-SR: Scientific Equation Discovery via Programming with Large Language Models
Parshin Shojaee
Kazem Meidani
Shashank Gupta
A. Farimani
Chandan K. Reddy
301
34
0
29 Apr 2024
Vertical Symbolic Regression
Vertical Symbolic Regression
Nan Jiang
Md Nasim
Yexiang Xue
111
1
0
19 Dec 2023
Predicting Ordinary Differential Equations with Transformers
Predicting Ordinary Differential Equations with Transformers
Soren Becker
M. Klein
Alexander Neitz
Giambattista Parascandolo
Niki Kilbertus
125
19
0
24 Jul 2023
Automated Scientific Discovery: From Equation Discovery to Autonomous Discovery Systems
Automated Scientific Discovery: From Equation Discovery to Autonomous Discovery Systems
Stefan Kramer
Mattia Cerrato
Jannis Brugger
Sašo Džeroski
Ross King
146
14
0
03 May 2023
P(Expression|Grammar): Probability of deriving an algebraic expression
  with a probabilistic context-free grammar
P(Expression|Grammar): Probability of deriving an algebraic expression with a probabilistic context-free grammar
U. Primozic
L. Todorovski
Matej Petković
60
0
0
01 Dec 2022
A Reinforcement Learning Approach to Domain-Knowledge Inclusion Using
  Grammar Guided Symbolic Regression
A Reinforcement Learning Approach to Domain-Knowledge Inclusion Using Grammar Guided Symbolic Regression
Laure Crochepierre
Lydia Boudjeloud
Vincent Barbesant
56
4
0
09 Feb 2022
Accelerating Understanding of Scientific Experiments with End to End
  Symbolic Regression
Accelerating Understanding of Scientific Experiments with End to End Symbolic Regression
Nikos Arechiga
Francine Chen
Yan-Ying Chen
Yanxia Zhang
Rumen Iliev
Heishiro Toyoda
Kent Lyons
80
10
0
07 Dec 2021
Physics-Guided Deep Learning for Dynamical Systems: A Survey
Physics-Guided Deep Learning for Dynamical Systems: A Survey
Rui Wang
Rose Yu
AI4CEPINN
222
74
0
02 Jul 2021
SymbolicGPT: A Generative Transformer Model for Symbolic Regression
SymbolicGPT: A Generative Transformer Model for Symbolic Regression
Mojtaba Valipour
Bowen You
Maysum Panju
A. Ghodsi
86
100
0
27 Jun 2021
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