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Symbolic Regression

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

Papers

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Showing 351–400 of 418 papers

TitleStatusHype
Discovering Local Binary Pattern Equation for Foreground Object Removal in Videos—0
Discovering Mathematical Formulas from Data via GPT-guided Monte Carlo Tree Search—0
Discovering Nuclear Models from Symbolic Machine Learning—0
Discovering Physics Laws of Dynamical Systems via Invariant Function Learning—0
Discovering Symbolic Laws Directly from Trajectories with Hamiltonian Graph Neural Networks—0
Discovery of structure-property relations for molecules via hypothesis-driven active learning over the chemical space—0
Distilling Reinforcement Learning Policies for Interpretable Robot Locomotion: Gradient Boosting Machines and Symbolic Regression—0
Distilling Wikipedia mathematical knowledge into neural network models—0
DN-CL: Deep Symbolic Regression against Noise via Contrastive Learning—0
Down-Sampled Epsilon-Lexicase Selection for Real-World Symbolic Regression Problems—0
DrSR: LLM based Scientific Equation Discovery with Dual Reasoning from Data and Experience—0
Effective Adaptive Mutation Rates for Program Synthesis—0
Elite Bases Regression: A Real-time Algorithm for Symbolic Regression—0
Embedding Domain-Specific Knowledge from LLMs into the Feature Engineering Pipeline—0
Enhancing Symbolic Regression and Universal Physics-Informed Neural Networks with Dimensional Analysis—0
Estimation of total body fat using symbolic regression and evolutionary algorithms—0
Evaluating K-Fold Cross Validation for Transformer Based Symbolic Regression Models—0
Evolvability Degeneration in Multi-Objective Genetic Programming for Symbolic Regression—0
ExAMPC: the Data-Driven Explainable and Approximate NMPC with Physical Insights—0
Explainable Artificial Intelligence for Exhaust Gas Temperature of Turbofan Engines—0
Explainable Machine Learning Control -- robust control and stability analysis—0
Explainable machine learning identifies multi-omics signatures of muscle response to spaceflight in mice—0
Exploration and Exploitation in Symbolic Regression using Quality-Diversity and Evolutionary Strategies Algorithms—0
Exploring Hidden Semantics in Neural Networks with Symbolic Regression—0
Expressive Symbolic Regression for Interpretable Models of Discrete-Time Dynamical Systems—0
Failed Disruption Propagation in Integer Genetic Programming—0
Fitness Landscape Analysis of Dimensionally-Aware Genetic Programming Featuring Feynman Equations—0
Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search—0
From Hand-Crafted Metrics to Evolved Training-Free Performance Predictors for Neural Architecture Search via Genetic Programming—0
From Objects to Events: Unlocking Complex Visual Understanding in Object Detectors via LLM-guided Symbolic Reasoning—0
Generalizability of Functional Forms for Interatomic Potential Models Discovered by Symbolic Regression—0
Generalizing the SINDy approach with nested neural networks—0
Generational Computation Reduction in Informal Counterexample-Driven Genetic Programming—0
Generative Pre-Trained Transformer for Symbolic Regression Base In-Context Reinforcement Learning—0
Genetic Programming Based Symbolic Regression for Analytical Solutions to Differential Equations—0
GINN-KAN: Interpretability pipelining with applications in Physics Informed Neural Networks—0
Globally Optimal Symbolic Regression—0
Global solar irradiation prediction using a multi-gene genetic programming approach—0
GP-RVM: Genetic Programing-based Symbolic Regression Using Relevance Vector Machine—0
Symbolic Regression on Sparse and Noisy Data with Gaussian Processes—0
GPT-Guided Monte Carlo Tree Search for Symbolic Regression in Financial Fraud Detection—0
GPTIPS 2: an open-source software platform for symbolic data mining—0
Grammar-based Ordinary Differential Equation Discovery—0
GSR: A Generalized Symbolic Regression Approach—0
Guided Evolution with Binary Discriminators for ML Program Search—0
Guiding Genetic Programming with Graph Neural Networks—0
Hash-Based Tree Similarity and Simplification in Genetic Programming for Symbolic Regression—0
H-FEX: A Symbolic Learning Method for Hamiltonian Systems—0
Identification of Dynamical Systems using Symbolic Regression—0
Incorporating Background Knowledge in Symbolic Regression using a Computer Algebra System—0
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