Browse State-of-the-Art › Symbolic Regression › Papers, page 4
Symbolic Regression
Papers archive 2025-07-28
archive papers tagged: 418 · with a code link: 155 · where Syntology ran a sample: 33 (29 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (33 of 418 tagged: 29 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument)
Page 4 of 5: papers 301 to 400 of 418, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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Down-Sampled Epsilon-Lexicase Selection for Real-World Symbolic Regression Problems8 Feb 2023 0 repositories listed
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Genetic Programming Based Symbolic Regression for Analytical Solutions to Differential Equations7 Feb 2023 0 repositories listed
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Learning Symbolic Models for Graph-structured Physical Mechanism2 Feb 2023 0 repositories listed
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Toward Physically Plausible Data-Driven Models: A Novel Neural Network Approach to Symbolic Regression1 Feb 2023 0 repositories listed
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Incorporating Background Knowledge in Symbolic Regression using a Computer Algebra System27 Jan 2023 0 repositories listed
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Symbolic expression generation via Variational Auto-Encoder15 Jan 2023 0 repositories listed
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Discovery of structure-property relations for molecules via hypothesis-driven active learning over the chemical space6 Jan 2023 0 repositories listed
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Steel Phase Kinetics Modeling using Symbolic Regression19 Dec 2022 0 repositories listed
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A PINN Approach to Symbolic Differential Operator Discovery with Sparse Data9 Dec 2022 0 repositories listed
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P(Expression|Grammar): Probability of deriving an algebraic expression with a probabilistic context-free grammar1 Dec 2022 0 repositories listed
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Is the Machine Smarter than the Theorist: Deriving Formulas for Particle Kinematics with Symbolic Regression15 Nov 2022 0 repositories listed
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Generalizability of Functional Forms for Interatomic Potential Models Discovered by Symbolic Regression27 Oct 2022 0 repositories listed
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Shape-constrained Symbolic Regression with NSGA-III28 Sep 2022 0 repositories listed
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Symbolic Regression with Fast Function Extraction and Nonlinear Least Squares Optimization20 Sep 2022 0 repositories listed
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Prediction Intervals and Confidence Regions for Symbolic Regression Models based on Likelihood Profiles14 Sep 2022 0 repositories listed
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Symplectically Integrated Symbolic Regression of Hamiltonian Dynamical Systems4 Sep 2022 0 repositories listed
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Local Optimization Often is Ill-conditioned in Genetic Programming for Symbolic Regression2 Sep 2022 0 repositories listed
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Lexicase Selection at Scale23 Aug 2022 0 repositories listed
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Interpretable Polynomial Neural Ordinary Differential Equations9 Aug 2022 0 repositories listed
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What can we Learn by Predicting Accuracy?2 Aug 2022 0 repositories listed
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Symbolic Regression is NP-hard3 Jul 2022 0 repositories listed
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Understanding Physical Effects for Effective Tool-use30 Jun 2022 0 repositories listed
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Binary and Multinomial Classification through Evolutionary Symbolic Regression25 Jun 2022 0 repositories listed
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Symbolic-Regression Boosting24 Jun 2022 0 repositories listed
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Symbolic Regression for Space Applications: Differentiable Cartesian Genetic Programming Powered by Multi-objective Memetic Algorithms13 Jun 2022 0 repositories listed
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Correlation versus RMSE Loss Functions in Symbolic Regression Tasks31 May 2022 0 repositories listed
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GSR: A Generalized Symbolic Regression Approach31 May 2022 0 repositories listed
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Symbolic Expression Transformer: A Computer Vision Approach for Symbolic Regression24 May 2022 0 repositories listed
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Taylor Genetic Programming for Symbolic Regression28 Apr 2022 0 repositories listed
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Coefficient Mutation in the Gene-pool Optimal Mixing Evolutionary Algorithm for Symbolic Regression26 Apr 2022 0 repositories listed
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Exploring Hidden Semantics in Neural Networks with Symbolic Regression22 Apr 2022 0 repositories listed
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Automated Learning of Interpretable Models with Quantified Uncertainty12 Apr 2022 0 repositories listed
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A Low-Cost Robot Science Kit for Education with Symbolic Regression for Hypothesis Discovery and Validation8 Apr 2022 0 repositories listed
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Failed Disruption Propagation in Integer Genetic Programming4 Apr 2022 0 repositories listed
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Explainable Artificial Intelligence for Exhaust Gas Temperature of Turbofan Engines24 Mar 2022 0 repositories listed
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Neural-Network-Directed Genetic Programmer for Discovery of Governing Equations15 Mar 2022 0 repositories listed
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Evolvability Degeneration in Multi-Objective Genetic Programming for Symbolic Regression14 Feb 2022 0 repositories listed
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Active Learning Improves Performance on Symbolic RegressionTasks in StackGP9 Feb 2022 0 repositories listed
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Rediscovering orbital mechanics with machine learning4 Feb 2022 0 repositories listed
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Deep Symbolic Regression for Recurrent Sequences12 Jan 2022 0 repositories listed
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Analytical Modelling of Exoplanet Transit Specroscopy with Dimensional Analysis and Symbolic Regression22 Dec 2021 0 repositories listed
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Accelerating Understanding of Scientific Experiments with End to End Symbolic Regression7 Dec 2021 0 repositories listed
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A Bayesian-Symbolic Approach to Reasoning and Learning in Intuitive Physics1 Dec 2021 0 repositories listed
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Building the Building Blocks: From Simplification to Winning Trees in Genetic Programming29 Sep 2021 0 repositories listed
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D-CODE: Discovering Closed-form ODEs from Observed Trajectories29 Sep 2021 0 repositories listed
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Interpreting Black-boxes Using Primitive Parameterized Functions29 Sep 2021 0 repositories listed
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Cluster Analysis of a Symbolic Regression Search Space28 Sep 2021 0 repositories listed
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Symbolic Regression by Exhaustive Search: Reducing the Search Space Using Syntactical Constraints and Efficient Semantic Structure Deduplication28 Sep 2021 0 repositories listed
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Complexity Measures for Multi-objective Symbolic Regression1 Sep 2021 0 repositories listed
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Data Aggregation for Reducing Training Data in Symbolic Regression24 Aug 2021 0 repositories listed
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On the Effectiveness of Genetic Operations in Symbolic Regression24 Aug 2021 0 repositories listed
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Smooth Symbolic Regression: Transformation of Symbolic Regression into a Real-valued Optimization Problem6 Aug 2021 0 repositories listed
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Hash-Based Tree Similarity and Simplification in Genetic Programming for Symbolic Regression22 Jul 2021 0 repositories listed
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Using Shape Constraints for Improving Symbolic Regression Models20 Jul 2021 0 repositories listed
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Incorporating domain knowledge into neural-guided search19 Jul 2021 0 repositories listed
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Predicting Friction System Performance with Symbolic Regression and Genetic Programming with Factor Variables19 Jul 2021 0 repositories listed
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Identification of Dynamical Systems using Symbolic Regression6 Jul 2021 0 repositories listed
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Inferring the Structure of Ordinary Differential Equations5 Jul 2021 0 repositories listed
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A data-based comparative review and AI-driven symbolic model for longitudinal dispersion coefficient in natural streams17 Jun 2021 0 repositories listed
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Incorporating domain knowledge into neural-guided search via in situ priors and constraints20 May 2021 0 repositories listed
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Physical Constraint Embedded Neural Networks for inference and noise regulation19 May 2021 0 repositories listed
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A Symbolic Regression Method for Dynamic Modeling and Control of Quadrotor UAVs7 May 2021 0 repositories listed
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Distilling Wikipedia mathematical knowledge into neural network models13 Apr 2021 0 repositories listed
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An Approach to Symbolic Regression Using Feyn12 Apr 2021 0 repositories listed
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Shape-constrained Symbolic Regression -- Improving Extrapolation with Prior Knowledge29 Mar 2021 0 repositories listed
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Zoetrope Genetic Programming for Regression26 Feb 2021 0 repositories listed
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Data-driven formulation of natural laws by recursive-LASSO-based symbolic regression18 Feb 2021 0 repositories listed
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Learning Symbolic Expressions: Mixed-Integer Formulations, Cuts, and Heuristics16 Feb 2021 0 repositories listed
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A Bayesian-Symbolic Approach to Learning and Reasoning for Intuitive Physics1 Jan 2021 0 repositories listed
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Learning Symbolic Expressions via Gumbel-Max Equation Learner Networks12 Dec 2020 0 repositories listed
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Logic Guided Genetic Algorithms21 Oct 2020 0 repositories listed
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Symbolic Regression using Mixed-Integer Nonlinear Optimization11 Jun 2020 0 repositories listed
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Learning Functions to Study the Benefit of Multitask Learning9 Jun 2020 0 repositories listed
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Symbolic Pregression: Discovering Physical Laws from Distorted Video19 May 2020 0 repositories listed
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Fitness Landscape Analysis of Dimensionally-Aware Genetic Programming Featuring Feynman Equations27 Apr 2020 0 repositories listed
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MATE: A Model-based Algorithm Tuning Engine27 Apr 2020 0 repositories listed
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Swarm Programming Using Moth-Flame Optimization and Whale Optimization Algorithms25 Apr 2020 0 repositories listed
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Symbolic Regression Driven by Training Data and Prior Knowledge24 Apr 2020 0 repositories listed
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Traffic Modelling and Prediction via Symbolic Regression on Road Sensor Data14 Feb 2020 0 repositories listed
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Explainable Machine Learning Control -- robust control and stability analysis23 Jan 2020 0 repositories listed
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Analytic Continued Fractions for Regression: A Memetic Algorithm Approach18 Dec 2019 0 repositories listed
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Deep symbolic regression25 Sep 2019 0 repositories listed
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Learning Symbolic Physics with Graph Networks12 Sep 2019 0 repositories listed
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A Search for the Underlying Equation Governing Similar Systems27 Aug 2019 0 repositories listed
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A New Deterministic Technique for Symbolic Regression16 Aug 2019 0 repositories listed
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Automatic Discovery of Families of Network Generative Processes26 Jun 2019 0 repositories listed
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Exploration and Exploitation in Symbolic Regression using Quality-Diversity and Evolutionary Strategies Algorithms10 Jun 2019 0 repositories listed
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A Novel Neural Network-Based Symbolic Regression Method: Neuro-Encoded Expression Programming6 Apr 2019 0 repositories listed
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Symbolic Regression Methods for Reinforcement Learning22 Mar 2019 0 repositories listed
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Data-driven PDE discovery with evolutionary approach19 Mar 2019 0 repositories listed
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Online Diversity Control in Symbolic Regression via a Fast Hash-based Tree Similarity Measure3 Feb 2019 0 repositories listed
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Learning Libraries of Subroutines for Neurally–Guided Bayesian Program Induction1 Dec 2018 0 repositories listed
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Library Learning for Neurally-Guided Bayesian Program Induction1 Dec 2018 0 repositories listed
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Symbolic regression based genetic approximations of the Colebrook equation for flow friction29 Aug 2018 0 repositories listed
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Linear Combination of Distance Measures for Surrogate Models in Genetic Programming3 Jul 2018 0 repositories listed
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GP-RVM: Genetic Programing-based Symbolic Regression Using Relevance Vector Machine7 Jun 2018 0 repositories listed
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Analysing Symbolic Regression Benchmarks under a Meta-Learning Approach25 May 2018 0 repositories listed
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Towards Advanced Phenotypic Mutations in Cartesian Genetic Programming16 Mar 2018 0 repositories listed
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On the Generalizability of Linear and Non-Linear Region of Interest-Based Multivariate Regression Models for fMRI Data3 Feb 2018 0 repositories listed
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A Greedy Search Tree Heuristic for Symbolic Regression4 Jan 2018 0 repositories listed