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Symbolic Regression

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

Papers

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Showing 101–150 of 418 papers

TitleStatusHype
Data-driven formulation of natural laws by recursive-LASSO-based symbolic regression—0
Exploration and Exploitation in Symbolic Regression using Quality-Diversity and Evolutionary Strategies Algorithms—0
Data Aggregation for Reducing Training Data in Symbolic Regression—0
Data-driven PDE discovery with evolutionary approach—0
Data-Informed Model Complexity Metric for Optimizing Symbolic Regression Models—0
Data Mining using Unguided Symbolic Regression on a Blast Furnace Dataset—0
D-CODE: Discovering Closed-form ODEs from Observed Trajectories—0
A Personalised Learning Tool for Physics Undergraduate Students Built On a Large Language Model for Symbolic Regression—0
Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search—0
Exploring Hidden Semantics in Neural Networks with Symbolic Regression—0
Deep Neural Network for Constraint Acquisition through Tailored Loss Function—0
Deep symbolic regression—0
Correlation versus RMSE Loss Functions in Symbolic Regression Tasks—0
Deep Symbolic Regression for Recurrent Sequences—0
Controllable Neural Symbolic Regression—0
DeQompile: quantum circuit decompilation using genetic programming for explainable quantum architecture search—0
A PINN Approach to Symbolic Differential Operator Discovery with Sparse Data—0
Differentiable Genetic Programming—0
Differentiable Genetic Programming for High-dimensional Symbolic Regression—0
Diffusion-Based Symbolic Regression—0
RSRM: Reinforcement Symbolic Regression Machine—0
Expressive Symbolic Regression for Interpretable Models of Discrete-Time Dynamical Systems—0
Discovering an interpretable mathematical expression for a full wind-turbine wake with artificial intelligence enhanced symbolic regression—0
Discovering a reaction-diffusion model for Alzheimer's disease by combining PINNs with symbolic regression—0
Discovering Car-following Dynamics from Trajectory Data through Deep Learning—0
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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