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Symbolic Regression

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

Papers

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Showing 51–75 of 418 papers

TitleStatusHype
AI-Lorenz: A physics-data-driven framework for black-box and gray-box identification of chaotic systems with symbolic regressionCode1
Rethinking Symbolic Regression Datasets and Benchmarks for Scientific DiscoveryCode1
Finding active galactic nuclei through FinkCode1
SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-trainingCode1
AI Descartes: Combining Data and Theory for Derivable Scientific DiscoveryCode1
Machine-Guided Discovery of a Real-World Rogue Wave ModelCode1
Improving exploration in policy gradient search: Application to symbolic optimizationCode1
A Transformer Model for Symbolic Regression towards Scientific DiscoveryCode1
Symbolic Regression via Deep Reinforcement Learning Enhanced Genetic Programming SeedingCode1
Symbolic Regression via Neural-Guided Genetic Programming Population SeedingCode1
In-Context Symbolic Regression: Leveraging Large Language Models for Function DiscoveryCode1
Symbolic Regression with Multimodal Large Language Models and Kolmogorov Arnold NetworksCode1
Interactive Symbolic Regression through Offline Reinforcement Learning: A Co-Design FrameworkCode1
Chaos as an interpretable benchmark for forecasting and data-driven modellingCode1
Discovering Partially Known Ordinary Differential Equations: a Case Study on the Chemical Kinetics of Cellulose DegradationCode1
OccamNet: A Fast Neural Model for Symbolic Regression at ScaleCode1
Combining Neural Networks and Symbolic Regression for Analytical Lyapunov Function DiscoveryCode1
Contemporary Symbolic Regression Methods and their Relative PerformanceCode1
Conjecturing-Based Discovery of Patterns in DataCode1
Learning a Formula of Interpretability to Learn Interpretable FormulasCode1
Machine learning in physics: a short guideCode1
Multi-View Symbolic RegressionCode1
Boolformer: Symbolic Regression of Logic Functions with TransformersCode1
Deep Generative Symbolic RegressionCode1
The Causal Chambers: Real Physical Systems as a Testbed for AI MethodologyCode1
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