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Symbolic Regression

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

Papers

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Showing 126–150 of 418 papers

TitleStatusHype
Discovering dynamical laws for speech gestures—0
Generalizability of Functional Forms for Interatomic Potential Models Discovered by Symbolic Regression—0
Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era—0
A Novel ML-driven Test Case Selection Approach for Enhancing the Performance of Grammatical Evolution—0
Complexity Measures for Multi-objective Symbolic Regression—0
Complexity-Aware Deep Symbolic Regression with Robust Risk-Seeking Policy Gradients—0
A Novel Neural Network-Based Symbolic Regression Method: Neuro-Encoded Expression Programming—0
AI-driven, Model-Free Current Control: A Deep Symbolic Approach for Optimal Induction Machine Performance—0
A data-based comparative review and AI-driven symbolic model for longitudinal dispersion coefficient in natural streams—0
Active Learning Improves Performance on Symbolic RegressionTasks in StackGP—0
Coefficient Mutation in the Gene-pool Optimal Mixing Evolutionary Algorithm for Symbolic Regression—0
Cluster Analysis of a Symbolic Regression Search Space—0
A New Deterministic Technique for Symbolic Regression—0
A Bayesian-Symbolic Approach to Reasoning and Learning in Intuitive Physics—0
Explainable Artificial Intelligence for Exhaust Gas Temperature of Turbofan Engines—0
Characterization of partial wetting by CMAS droplets using multiphase many-body dissipative particle dynamics and data-driven discovery based on PINNs—0
ExAMPC: the Data-Driven Explainable and Approximate NMPC with Physical Insights—0
A Greedy Search Tree Heuristic for Symbolic Regression—0
A Comparison of Recent Algorithms for Symbolic Regression to Genetic Programming—0
Can Kans (re)discover predictive models for Direct-Drive Laser Fusion?—0
Can KAN CANs? Input-convex Kolmogorov-Arnold Networks (KANs) as hyperelastic constitutive artificial neural networks (CANs)—0
An Empirical Wall-Pressure Spectrum Model for Aeroacoustic Predictions Based on Symbolic Regression—0
Evolvability Degeneration in Multi-Objective Genetic Programming for Symbolic Regression—0
Explainable Machine Learning Control -- robust control and stability analysis—0
Call for Action: towards the next generation of symbolic regression benchmark—0
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