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Symbolic Regression

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

Papers

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Showing 101–125 of 418 papers

TitleStatusHype
Generational Computation Reduction in Informal Counterexample-Driven Genetic Programming—0
Discovering Car-following Dynamics from Trajectory Data through Deep Learning—0
A Performance Analysis of Lexicase-Based and Traditional Selection Methods in GP for Symbolic Regression—0
Model-based Policy Optimization using Symbolic World Model—0
KAN-ODEs: Kolmogorov-Arnold Network Ordinary Differential Equations for Learning Dynamical Systems and Hidden Physics—0
Discovering symbolic expressions with parallelized tree searchCode2
Optimal spanning tree reconstruction in symbolic regression—0
Univariate Skeleton Prediction in Multivariate Systems Using TransformersCode0
Effective Adaptive Mutation Rates for Program Synthesis—0
Combining Neural Networks and Symbolic Regression for Analytical Lyapunov Function DiscoveryCode1
DN-CL: Deep Symbolic Regression against Noise via Contrastive Learning—0
A Personalised Learning Tool for Physics Undergraduate Students Built On a Large Language Model for Symbolic Regression—0
Complexity-Aware Deep Symbolic Regression with Robust Risk-Seeking Policy Gradients—0
MLLM-SR: Conversational Symbolic Regression base Multi-Modal Large Language Models—0
Accelerating evolutionary exploration through language model-based transfer learning—0
Expressive Symbolic Regression for Interpretable Models of Discrete-Time Dynamical Systems—0
A Comparison of Recent Algorithms for Symbolic Regression to Genetic Programming—0
Kolmogorov-Arnold Networks for Time Series: Bridging Predictive Power and Interpretability—0
Discovering an interpretable mathematical expression for a full wind-turbine wake with artificial intelligence enhanced symbolic regression—0
Shape Constraints in Symbolic Regression using Penalized Least Squares—0
Explainable Data-driven Modeling of Adsorption Energy in Heterogeneous CatalysisCode0
Symbolic Regression for Beyond the Standard Model Physics—0
Multi-Representation Genetic Programming: A Case Study on Tree-based and Linear Representations—0
AI-driven, Model-Free Current Control: A Deep Symbolic Approach for Optimal Induction Machine Performance—0
Sharpness-Aware Minimization for Evolutionary Feature Construction in Regression—0
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