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Analytical Modelling of Exoplanet Transit Specroscopy with Dimensional
  Analysis and Symbolic Regression

Analytical Modelling of Exoplanet Transit Specroscopy with Dimensional Analysis and Symbolic Regression

22 December 2021
Konstantin T. Matchev
Katia Matcheva
Alexander Roman
ArXiv (abs)PDFHTML

Papers citing "Analytical Modelling of Exoplanet Transit Specroscopy with Dimensional Analysis and Symbolic Regression"

19 / 19 papers shown
Title
Zobrist Hash-based Duplicate Detection in Symbolic Regression
Zobrist Hash-based Duplicate Detection in Symbolic Regression
Bogdan Burlacu
20
0
0
19 Aug 2025
Enhancing Symbolic Regression with Quality-Diversity and Physics-Inspired Constraints
Enhancing Symbolic Regression with Quality-Diversity and Physics-Inspired Constraints
J.-P. Bruneton
176
0
0
24 Mar 2025
Reinforced Symbolic Learning with Logical Constraints for Predicting
  Turbine Blade Fatigue Life
Reinforced Symbolic Learning with Logical Constraints for Predicting Turbine Blade Fatigue Life
Pei Li
Joo-Ho Choi
Dingyang Zhang
Shuyou Zhang
Yiming Zhang
AI4CE
152
1
0
18 Nov 2024
Discovery and inversion of the viscoelastic wave equation in inhomogeneous media
Discovery and inversion of the viscoelastic wave equation in inhomogeneous media
Su Chen
Yi Ding
Hiroe Miyake
Xiaojun Li
155
0
0
27 Sep 2024
Discovering Nuclear Models from Symbolic Machine Learning
Discovering Nuclear Models from Symbolic Machine Learning
Jose M. Munoz
S. Udrescu
Ronald F. Garcia Ruiz
127
1
0
17 Apr 2024
Interactive Symbolic Regression through Offline Reinforcement Learning: A Co-Design Framework
Interactive Symbolic Regression through Offline Reinforcement Learning: A Co-Design Framework
Yuan Tian
Wenqi Zhou
Hao Dong
David S. Kammer
David Kammer
Olga Fink
OffRL
21
1
0
07 Feb 2024
Exploring the Truth and Beauty of Theory Landscapes with Machine
  Learning
Exploring the Truth and Beauty of Theory Landscapes with Machine Learning
Konstantin T. Matchev
Katia Matcheva
Pierre Ramond
Sarunas Verner
110
2
0
21 Jan 2024
Physical Symbolic Optimization
Physical Symbolic Optimization
Wassim Tenachi
Rodrigo Ibata
F. Diakogiannis
99
1
0
06 Dec 2023
Seeking Truth and Beauty in Flavor Physics with Machine Learning
Seeking Truth and Beauty in Flavor Physics with Machine Learning
Konstantin T. Matchev
Katia Matcheva
Pierre Ramond
Sarunas Verner
AI4CE
87
2
0
31 Oct 2023
Reproducing Bayesian Posterior Distributions for Exoplanet Atmospheric
  Parameter Retrievals with a Machine Learning Surrogate Model
Reproducing Bayesian Posterior Distributions for Exoplanet Atmospheric Parameter Retrievals with a Machine Learning Surrogate Model
Eyup B. Unlu
Roy T. Forestano
Konstantin T. Matchev
Katia Matcheva
75
3
0
16 Oct 2023
Searching for Novel Chemistry in Exoplanetary Atmospheres using Machine
  Learning for Anomaly Detection
Searching for Novel Chemistry in Exoplanetary Atmospheres using Machine Learning for Anomaly Detection
Roy T. Forestano
Konstantin T. Matchev
Katia Matcheva
Eyup B. Unlu
63
2
0
15 Aug 2023
Intercomparison of Brown Dwarf Model Grids and Atmospheric Retrieval
  Using Machine Learning
Intercomparison of Brown Dwarf Model Grids and Atmospheric Retrieval Using Machine Learning
Anna Lueber
D. Kitzmann
C. Fisher
B. Bowler
A. Burgasser
M. Marley
K. Heng
54
8
0
12 May 2023
Interpretable Machine Learning for Science with PySR and
  SymbolicRegression.jl
Interpretable Machine Learning for Science with PySR and SymbolicRegression.jl
M. Cranmer
175
52
0
02 May 2023
Deep symbolic regression for physics guided by units constraints: toward
  the automated discovery of physical laws
Deep symbolic regression for physics guided by units constraints: toward the automated discovery of physical laws
Wassim Tenachi
Rodrigo Ibata
F. Diakogiannis
AI4CE
105
97
0
06 Mar 2023
Oracle-Preserving Latent Flows
Oracle-Preserving Latent Flows
Alexander Roman
Roy T. Forestano
Konstantin T. Matchev
Katia Matcheva
Eyup B. Unlu
DRL
154
5
0
02 Feb 2023
Deep Learning Symmetries and Their Lie Groups, Algebras, and Subalgebras
  from First Principles
Deep Learning Symmetries and Their Lie Groups, Algebras, and Subalgebras from First Principles
Roy T. Forestano
Konstantin T. Matchev
Katia Matcheva
Alexander Roman
Eyup B. Unlu
Sarunas Verner
AI4CE
129
25
0
13 Jan 2023
Is the Machine Smarter than the Theorist: Deriving Formulas for Particle
  Kinematics with Symbolic Regression
Is the Machine Smarter than the Theorist: Deriving Formulas for Particle Kinematics with Symbolic Regression
Zhongtian Dong
K. Kong
Konstantin T. Matchev
Katia Matcheva
124
16
0
15 Nov 2022
SymFormer: End-to-end symbolic regression using transformer-based
  architecture
SymFormer: End-to-end symbolic regression using transformer-based architecture
Martin Vastl
Jonáš Kulhánek
Jiří Kubalík
Erik Derner
Robert Babuška
145
60
0
31 May 2022
Unsupervised Machine Learning for Exploratory Data Analysis of Exoplanet
  Transmission Spectra
Unsupervised Machine Learning for Exploratory Data Analysis of Exoplanet Transmission Spectra
Konstantin T. Matchev
Katia Matcheva
Alexander Roman
46
11
0
07 Jan 2022
1