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Symbolic Regression

producing a mathematical expression (symbolic expression) that fits a given tabular data.

Papers

Showing 151175 of 418 papers

TitleStatusHype
Can KAN CANs? Input-convex Kolmogorov-Arnold Networks (KANs) as hyperelastic constitutive artificial neural networks (CANs)0
Global solar irradiation prediction using a multi-gene genetic programming approach0
Symbolic Regression on Sparse and Noisy Data with Gaussian Processes0
Grammar-based Ordinary Differential Equation Discovery0
Guided Evolution with Binary Discriminators for ML Program Search0
Estimation of total body fat using symbolic regression and evolutionary algorithms0
Call for Action: towards the next generation of symbolic regression benchmark0
Generational Computation Reduction in Informal Counterexample-Driven Genetic Programming0
Evaluating K-Fold Cross Validation for Transformer Based Symbolic Regression Models0
An Efficient and Generalizable Symbolic Regression Method for Time Series Analysis0
Evolvability Degeneration in Multi-Objective Genetic Programming for Symbolic Regression0
Can Kans (re)discover predictive models for Direct-Drive Laser Fusion?0
Enhancing Symbolic Regression and Universal Physics-Informed Neural Networks with Dimensional Analysis0
A Performance Analysis of Lexicase-Based and Traditional Selection Methods in GP for Symbolic Regression0
Explainable Artificial Intelligence for Exhaust Gas Temperature of Turbofan Engines0
A Greedy Search Tree Heuristic for Symbolic Regression0
Generative Pre-Trained Transformer for Symbolic Regression Base In-Context Reinforcement Learning0
Building the Building Blocks: From Simplification to Winning Trees in Genetic Programming0
An Approach to Symbolic Regression Using Feyn0
Exploration and Exploitation in Symbolic Regression using Quality-Diversity and Evolutionary Strategies Algorithms0
Embedding Domain-Specific Knowledge from LLMs into the Feature Engineering Pipeline0
Expressive Symbolic Regression for Interpretable Models of Discrete-Time Dynamical Systems0
Elite Bases Regression: A Real-time Algorithm for Symbolic Regression0
Bootstrapping OTS-Funcimg Pre-training Model (Botfip) -- A Comprehensive Symbolic Regression Framework0
Generalizing the SINDy approach with nested neural networks0
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