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Symbolic Regression

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

Papers

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Showing 1–25 of 418 papers

TitleStatusHype
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
syren-baryon: Analytic emulators for the impact of baryons on the matter power spectrumCode1
Improving Memory Efficiency for Training KANs via Meta LearningCode0
Sparse Interpretable Deep Learning with LIES Networks for Symbolic RegressionCode0
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
From Hand-Crafted Metrics to Evolved Training-Free Performance Predictors for Neural Architecture Search via Genetic Programming—0
On the definition and importance of interpretability in scientific machine learning—0
Symbolic Regression with Multimodal Large Language Models and Kolmogorov Arnold NetworksCode1
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
Neuro-Evolutionary Approach to Physics-Aware Symbolic Regression—0
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