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Symbolic Regression

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

Papers

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Showing 26–50 of 418 papers

TitleStatusHype
TinyverseGP: Towards a Modular Cross-domain Benchmarking Framework for Genetic ProgrammingCode1
Large Language Models as Particle Swarm Optimizers—0
DeQompile: quantum circuit decompilation using genetic programming for explainable quantum architecture search—0
Better Decisions through the Right Causal World Model—0
Interpretable Non-linear Survival Analysis with Evolutionary Symbolic RegressionCode0
Discovering dynamical laws for speech gestures—0
A Review on Symbolic Regression in Power Systems: Methods, Applications, and Future Directions—0
Opening the Black-Box: Symbolic Regression with Kolmogorov-Arnold Networks for Energy Applications—0
Discovering Partially Known Ordinary Differential Equations: a Case Study on the Chemical Kinetics of Cellulose DegradationCode1
Grammar-based Ordinary Differential Equation Discovery—0
Embedding Domain-Specific Knowledge from LLMs into the Feature Engineering Pipeline—0
Enhancing Symbolic Regression with Quality-Diversity and Physics-Inspired ConstraintsCode0
Parsing the Language of Expression: Enhancing Symbolic Regression with Domain-Aware Symbolic Priors—0
A Neural Symbolic Model for Space PhysicsCode2
Reinforcement Learning Based Symbolic Regression for Load Modeling—0
Can KAN CANs? Input-convex Kolmogorov-Arnold Networks (KANs) as hyperelastic constitutive artificial neural networks (CANs)—0
ExAMPC: the Data-Driven Explainable and Approximate NMPC with Physical Insights—0
Estimation of total body fat using symbolic regression and evolutionary algorithms—0
Was Tournament Selection All We Ever Needed? A Critical Reflection on Lexicase Selection—0
Evolving Form and Function: Dual-Objective Optimization in Neural Symbolic Regression NetworksCode0
seqKAN: Sequence processing with Kolmogorov-Arnold NetworksCode0
From Objects to Events: Unlocking Complex Visual Understanding in Object Detectors via LLM-guided Symbolic Reasoning—0
Symbolic Regression of Data-Driven Reduced Order Model Closures for Under-Resolved, Convection-Dominated Flows—0
Learning Semantics-aware Search Operators for Genetic Programming—0
Discovering Physics Laws of Dynamical Systems via Invariant Function Learning—0
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