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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 2 of 5: papers 101 to 200 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.

• Transfer learning for semantic similarity measures based on symbolic regression
  2 Jul 2023 1 repository listed
• Comparison of Single- and Multi- Objective Optimization Quality for Evolutionary Equation Discovery
  29 Jun 2023 1 repository listed
• An end-to-end strategy for recovering a free-form potential from a snapshot of stellar coordinates
  26 May 2023 1 repository listed
• Symbolic Regression via Control Variable Genetic Programming
  25 May 2023 1 repository listed
• Probabilistic Lexicase Selection
  19 May 2023 1 repository listed
• Priors for symbolic regression
  13 Apr 2023 1 repository listed
• Context Matters: Adaptive Mutation for Grammars
  25 Mar 2023 1 repository listed
• Efficient hybrid modeling and sorption model discovery for non-linear advection-diffusion-sorption systems: A systematic scientific machine learning approach
  22 Mar 2023 1 repository listed
• Transformer-based Planning for Symbolic Regression
  13 Mar 2023 1 repository listed Syntology official (archive's flag): 4 ran · 4 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (of 8 harvested samples)
• Deep symbolic regression for physics guided by units constraints: toward the automated discovery of physical laws
  6 Mar 2023 1 repository listed
• Efficient Generator of Mathematical Expressions for Symbolic Regression
  20 Feb 2023 1 repository listed
• SR-Forest: A Genetic Programming based Heterogeneous Ensemble Learning Method
  7 Feb 2023 1 repository listed
• On the functional form of the radial acceleration relation
  11 Jan 2023 1 repository listed
• SRSD: Rethinking Datasets of Symbolic Regression for Scientific Discovery
  2 Dec 2022 1 repository listed
• A Generic Approach for Reproducible Model Distillation
  22 Nov 2022 1 repository listed
• Finding active galactic nuclei through Fink
  20 Nov 2022 1 repository listed Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample)
• Interpretable Scientific Discovery with Symbolic Regression: A Review
  20 Nov 2022 1 repository listed
• AI-Assisted Discovery of Quantitative and Formal Models in Social Science
  2 Oct 2022 1 repository listed
• A computational framework for physics-informed symbolic regression with straightforward integration of domain knowledge
  13 Sep 2022 1 repository listed Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples)
• The SZ flux-mass (Y-M) relation at low halo masses: improvements with symbolic regression and strong constraints on baryonic feedback
  5 Sep 2022 1 repository listed
• Automated discovery of interpretable gravitational-wave population models
  25 Jul 2022 1 repository listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• Deep Learning and Symbolic Regression for Discovering Parametric Equations
  1 Jul 2022 1 repository listed Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Rethinking Symbolic Regression Datasets and Benchmarks for Scientific Discovery
  21 Jun 2022 1 repository listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
• Symbolic Regression in Materials Science: Discovering Interatomic Potentials from Data
  13 Jun 2022 1 repository listed
• Transformation-Interaction-Rational Representation for Symbolic Regression
  25 Apr 2022 1 repository listed
• Dimensionless machine learning: Imposing exact units equivariance
  2 Apr 2022 1 repository listed Syntology official (archive's flag): 15 ran · 15 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 0 honoured, 1 violated, 14 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 17 harvested samples) · 1 pointer-only (licence)
• Symbolic Learning to Optimize: Towards Interpretability and Scalability
  13 Mar 2022 1 repository listed
• A Reinforcement Learning Approach to Domain-Knowledge Inclusion Using Grammar Guided Symbolic Regression
  9 Feb 2022 1 repository listed
• Augmenting astrophysical scaling relations with machine learning: application to reducing the Sunyaev-Zeldovich flux-mass scatter
  4 Jan 2022 1 repository listed
• Discovering State Variables Hidden in Experimental Data
  20 Dec 2021 1 repository listed Syntology 15 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 0 honoured, 0 violated, 15 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 16 harvested samples)
• Symbolic Regression via Deep Reinforcement Learning Enhanced Genetic Programming Seeding
  1 Dec 2021 1 repository listed
• Accelerating Genetic Programming using GPUs
  15 Oct 2021 1 repository listed
• Multi Expression Programming -- an in-depth description
  29 Sep 2021 1 repository listed
• AI Descartes: Combining Data and Theory for Derivable Scientific Discovery
  3 Sep 2021 1 repository listed
• Improving exploration in policy gradient search: Application to symbolic optimization
  19 Jul 2021 1 repository listed
• Machine learning of Kondo physics using variational autoencoders and symbolic regression
  16 Jul 2021 1 repository listed
• Symbolic regression outperforms other models for small data sets
  28 Mar 2021 1 repository listed
• Symbolic regression for scientific discovery: an application to wind speed forecasting
  21 Feb 2021 1 repository listed
• Probabilistic Grammars for Equation Discovery
  1 Dec 2020 1 repository listed
• Conjecturing-Based Discovery of Patterns in Data
  23 Nov 2020 1 repository listed
• A Seq2Seq approach to Symbolic Regression
  17 Oct 2020 1 repository listed
• Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradients
  10 Dec 2019 1 repository listed
• Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery
  10 Dec 2019 1 repository listed
• Symbolic regression by uniform random global search
  18 Jun 2019 1 repository listed
• Epsilon-Lexicase Selection for Regression
  30 May 2019 1 repository listed
• Improving Model-based Genetic Programming for Symbolic Regression of Small Expressions
  3 Apr 2019 1 repository listed
• Constructing Parsimonious Analytic Models for Dynamic Systems via Symbolic Regression
  27 Mar 2019 1 repository listed
• Interaction-Transformation Evolutionary Algorithm for Symbolic Regression
  11 Feb 2019 1 repository listed
• Neural-Guided Symbolic Regression with Asymptotic Constraints
  23 Jan 2019 1 repository listed
• Where are we now? A large benchmark study of recent symbolic regression methods
  25 Apr 2018 1 repository listed
• Solving the Exponential Growth of Symbolic Regression Trees in Geometric Semantic Genetic Programming
  18 Apr 2018 1 repository listed
• Glyph: Symbolic Regression Tools
  13 Mar 2018 1 repository listed
• A probabilistic and multi-objective analysis of lexicase selection and epsilon-lexicase selection
  15 Sep 2017 1 repository listed
• P-Tree Programming
  12 Jul 2017 1 repository listed
• Multi Expression Programming
  1 Dec 2002 1 repository listed
• Neural Network-Guided Symbolic Regression for Interpretable Descriptor Discovery in Perovskite Catalysts
  16 Jul 2025 0 repositories listed
• H-FEX: A Symbolic Learning Method for Hamiltonian Systems
  25 Jun 2025 0 repositories listed
• DrSR: LLM based Scientific Equation Discovery with Dual Reasoning from Data and Experience
  4 Jun 2025 0 repositories listed
• Diffusion-Based Symbolic Regression
  30 May 2025 0 repositories listed
• Symbolic Foundation Regressor on Complex Networks
  28 May 2025 0 repositories listed
• LLM-Meta-SR: Learning to Evolve Selection Operators for Symbolic Regression
  24 May 2025 0 repositories listed
• Decoupling Representation and Learning in Genetic Programming: the LaSER Approach
  22 May 2025 0 repositories listed
• Interpretable Robotic Friction Learning via Symbolic Regression
  19 May 2025 0 repositories listed
• From Hand-Crafted Metrics to Evolved Training-Free Performance Predictors for Neural Architecture Search via Genetic Programming
  16 May 2025 0 repositories listed
• On the definition and importance of interpretability in scientific machine learning
  16 May 2025 0 repositories listed
• Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era
  12 May 2025 0 repositories listed
• UniSymNet: A Unified Symbolic Network Guided by Transformer
  9 May 2025 0 repositories listed
• Call for Action: towards the next generation of symbolic regression benchmark
  6 May 2025 0 repositories listed
• Thinking Outside the Template with Modular GP-GOMEA
  2 May 2025 0 repositories listed
• Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search
  28 Apr 2025 0 repositories listed
• Discovering Governing Equations of Geomagnetic Storm Dynamics with Symbolic Regression
  25 Apr 2025 0 repositories listed
• Neuro-Evolutionary Approach to Physics-Aware Symbolic Regression
  23 Apr 2025 0 repositories listed
• Large Language Models as Particle Swarm Optimizers
  12 Apr 2025 0 repositories listed
• DeQompile: quantum circuit decompilation using genetic programming for explainable quantum architecture search
  11 Apr 2025 0 repositories listed
• Better Decisions through the Right Causal World Model
  9 Apr 2025 0 repositories listed
• Discovering dynamical laws for speech gestures
  7 Apr 2025 0 repositories listed
• A Review on Symbolic Regression in Power Systems: Methods, Applications, and Future Directions
  6 Apr 2025 0 repositories listed
• Opening the Black-Box: Symbolic Regression with Kolmogorov-Arnold Networks for Energy Applications
  4 Apr 2025 0 repositories listed
• Grammar-based Ordinary Differential Equation Discovery
  3 Apr 2025 0 repositories listed
• Embedding Domain-Specific Knowledge from LLMs into the Feature Engineering Pipeline
  27 Mar 2025 0 repositories listed
• Parsing the Language of Expression: Enhancing Symbolic Regression with Domain-Aware Symbolic Priors
  12 Mar 2025 0 repositories listed
• Reinforcement Learning Based Symbolic Regression for Load Modeling
  10 Mar 2025 0 repositories listed
• Can KAN CANs? Input-convex Kolmogorov-Arnold Networks (KANs) as hyperelastic constitutive artificial neural networks (CANs)
  7 Mar 2025 0 repositories listed
• Estimation of total body fat using symbolic regression and evolutionary algorithms
  1 Mar 2025 0 repositories listed
• ExAMPC: the Data-Driven Explainable and Approximate NMPC with Physical Insights
  1 Mar 2025 0 repositories listed
• Was Tournament Selection All We Ever Needed? A Critical Reflection on Lexicase Selection
  25 Feb 2025 0 repositories listed
• From Objects to Events: Unlocking Complex Visual Understanding in Object Detectors via LLM-guided Symbolic Reasoning
  9 Feb 2025 0 repositories listed
• Symbolic Regression of Data-Driven Reduced Order Model Closures for Under-Resolved, Convection-Dominated Flows
  7 Feb 2025 0 repositories listed
• Discovering Physics Laws of Dynamical Systems via Invariant Function Learning
  6 Feb 2025 0 repositories listed
• Learning Semantics-aware Search Operators for Genetic Programming
  6 Feb 2025 0 repositories listed
• Transformer Semantic Genetic Programming for Symbolic Regression
  30 Jan 2025 0 repositories listed
• Data-Informed Model Complexity Metric for Optimizing Symbolic Regression Models
  29 Jan 2025 0 repositories listed
• The Road to Learning Explainable Inverse Kinematic Models: Graph Neural Networks as Inductive Bias for Symbolic Regression
  23 Jan 2025 0 repositories listed
• Modeling Melt Pool Features and Spatter Using Symbolic Regression and Machine Learning
  15 Jan 2025 0 repositories listed
• An Empirical Wall-Pressure Spectrum Model for Aeroacoustic Predictions Based on Symbolic Regression
  14 Jan 2025 0 repositories listed
• NOMTO: Neural Operator-based symbolic Model approximaTion and discOvery
  14 Jan 2025 0 repositories listed
• Inferring Interpretable Models of Fragmentation Functions using Symbolic Regression
  13 Jan 2025 0 repositories listed
• Alleviating Overfitting in Transformation-Interaction-Rational Symbolic Regression with Multi-Objective Optimization
  3 Jan 2025 0 repositories listed
• ViSymRe: Vision-guided Multimodal Symbolic Regression
  15 Dec 2024 0 repositories listed
• Benchmarking symbolic regression constant optimization schemes
  3 Dec 2024 0 repositories listed

Syntology lines on 8 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.