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Symbolic Regression

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

Papers

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Showing 76–100 of 418 papers

TitleStatusHype
AI Feynman: a Physics-Inspired Method for Symbolic RegressionCode1
Improving Model-based Genetic Programming for Symbolic Regression of Small ExpressionsCode1
Multi Expression ProgrammingCode1
Neural Network-Guided Symbolic Regression for Interpretable Descriptor Discovery in Perovskite Catalysts—0
Discovering the underlying analytic structure within Standard Model constants using artificial intelligenceCode0
H-FEX: A Symbolic Learning Method for Hamiltonian Systems—0
Structured Kolmogorov-Arnold Neural ODEs for Interpretable Learning and Symbolic Discovery of Nonlinear DynamicsCode0
Sparse Interpretable Deep Learning with LIES Networks for Symbolic RegressionCode0
Improving Memory Efficiency for Training KANs via Meta LearningCode0
DrSR: LLM based Scientific Equation Discovery with Dual Reasoning from Data and Experience—0
Diffusion-Based Symbolic Regression—0
Automated Modeling Method for Pathloss Model DiscoveryCode0
Symbolic Foundation Regressor on Complex Networks—0
LLM-Meta-SR: Learning to Evolve Selection Operators for Symbolic Regression—0
Decoupling Representation and Learning in Genetic Programming: the LaSER Approach—0
Interpretable Robotic Friction Learning via Symbolic Regression—0
On the definition and importance of interpretability in scientific machine learning—0
From Hand-Crafted Metrics to Evolved Training-Free Performance Predictors for Neural Architecture Search via Genetic Programming—0
Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era—0
UniSymNet: A Unified Symbolic Network Guided by Transformer—0
Call for Action: towards the next generation of symbolic regression benchmark—0
Thinking Outside the Template with Modular GP-GOMEA—0
SA-GAT-SR: Self-Adaptable Graph Attention Networks with Symbolic Regression for high-fidelity material property predictionCode0
Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search—0
Discovering Governing Equations of Geomagnetic Storm Dynamics with Symbolic Regression—0
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