Browse State-of-the-Art › Symbolic Regression › Papers, page 3
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 3 of 5: papers 201 to 300 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.
-
Enhancing Symbolic Regression and Universal Physics-Informed Neural Networks with Dimensional Analysis24 Nov 2024 0 repositories listed
-
Reinforced Symbolic Learning with Logical Constraints for Predicting Turbine Blade Fatigue Life18 Nov 2024 0 repositories listed
-
Learning Interpretable Network Dynamics via Universal Neural Symbolic Regression11 Nov 2024 0 repositories listed
-
GPT-Guided Monte Carlo Tree Search for Symbolic Regression in Financial Fraud Detection7 Nov 2024 0 repositories listed
-
Symbolic regression via MDLformer-guided search: from minimizing prediction error to minimizing description length6 Nov 2024 0 repositories listed
-
SPINEX_ Symbolic Regression: Similarity-based Symbolic Regression with Explainable Neighbors Exploration5 Nov 2024 0 repositories listed
-
Guiding Genetic Programming with Graph Neural Networks3 Nov 2024 0 repositories listed
-
Integrating Fuzzy Logic into Deep Symbolic Regression1 Nov 2024 0 repositories listed
-
Evaluating K-Fold Cross Validation for Transformer Based Symbolic Regression Models29 Oct 2024 0 repositories listed
-
ADAM-SINDy: An Efficient Optimization Framework for Parameterized Nonlinear Dynamical System Identification21 Oct 2024 0 repositories listed
-
Neural Symbolic Regression of Complex Network Dynamics15 Oct 2024 0 repositories listed
-
AutoTurb: Using Large Language Models for Automatic Algebraic Model Discovery of Turbulence Closure14 Oct 2024 0 repositories listed
-
Boosting SISSO Performance on Small Sample Datasets by Using Random Forests Prescreening for Complex Feature Selection28 Sep 2024 0 repositories listed
-
Can Kans (re)discover predictive models for Direct-Drive Laser Fusion?13 Sep 2024 0 repositories listed
-
An Efficient and Generalizable Symbolic Regression Method for Time Series Analysis6 Sep 2024 0 repositories listed
-
Role of Data-driven Regional Growth Model in Shaping Brain Folding Patterns30 Aug 2024 0 repositories listed
-
GINN-KAN: Interpretability pipelining with applications in Physics Informed Neural Networks27 Aug 2024 0 repositories listed
-
Quantifying Behavioural Distance Between Mathematical Expressions21 Aug 2024 0 repositories listed
-
Operator Feature Neural Network for Symbolic Regression14 Aug 2024 0 repositories listed
-
Statistical Patterns in the Equations of Physics and the Emergence of a Meta-Law of Nature12 Aug 2024 0 repositories listed
-
Generational Computation Reduction in Informal Counterexample-Driven Genetic Programming8 Aug 2024 0 repositories listed
-
Discovering Car-following Dynamics from Trajectory Data through Deep Learning1 Aug 2024 0 repositories listed
-
A Performance Analysis of Lexicase-Based and Traditional Selection Methods in GP for Symbolic Regression31 Jul 2024 0 repositories listed
-
Model-based Policy Optimization using Symbolic World Model18 Jul 2024 0 repositories listed
-
KAN-ODEs: Kolmogorov-Arnold Network Ordinary Differential Equations for Learning Dynamical Systems and Hidden Physics5 Jul 2024 0 repositories listed
-
Optimal spanning tree reconstruction in symbolic regression25 Jun 2024 0 repositories listed
-
Effective Adaptive Mutation Rates for Program Synthesis23 Jun 2024 0 repositories listed
-
DN-CL: Deep Symbolic Regression against Noise via Contrastive Learning21 Jun 2024 0 repositories listed
-
A Personalised Learning Tool for Physics Undergraduate Students Built On a Large Language Model for Symbolic Regression17 Jun 2024 0 repositories listed
-
Complexity-Aware Deep Symbolic Regression with Robust Risk-Seeking Policy Gradients10 Jun 2024 0 repositories listed
-
MLLM-SR: Conversational Symbolic Regression base Multi-Modal Large Language Models8 Jun 2024 0 repositories listed
-
Accelerating evolutionary exploration through language model-based transfer learning7 Jun 2024 0 repositories listed
-
A Comparison of Recent Algorithms for Symbolic Regression to Genetic Programming5 Jun 2024 0 repositories listed
-
Expressive Symbolic Regression for Interpretable Models of Discrete-Time Dynamical Systems5 Jun 2024 0 repositories listed
-
Kolmogorov-Arnold Networks for Time Series: Bridging Predictive Power and Interpretability4 Jun 2024 0 repositories listed
-
Discovering an interpretable mathematical expression for a full wind-turbine wake with artificial intelligence enhanced symbolic regression2 Jun 2024 0 repositories listed
-
Shape Constraints in Symbolic Regression using Penalized Least Squares31 May 2024 0 repositories listed
-
Symbolic Regression for Beyond the Standard Model Physics28 May 2024 0 repositories listed
-
Multi-Representation Genetic Programming: A Case Study on Tree-based and Linear Representations23 May 2024 0 repositories listed
-
AI-driven, Model-Free Current Control: A Deep Symbolic Approach for Optimal Induction Machine Performance14 May 2024 0 repositories listed
-
A Machine Learning-based Approach for Solving Recurrence Relations and its use in Cost Analysis of Logic Programs11 May 2024 0 repositories listed
-
Sharpness-Aware Minimization for Evolutionary Feature Construction in Regression11 May 2024 0 repositories listed
-
ISR: Invertible Symbolic Regression10 May 2024 0 repositories listed
-
Integrating knowledge-guided symbolic regression and model-based design of experiments to automate process flow diagram development7 May 2024 0 repositories listed
-
Discovering intrinsic multi-compartment pharmacometric models using Physics Informed Neural Networks30 Apr 2024 0 repositories listed
-
Learning Governing Equations of Unobserved States in Dynamical Systems29 Apr 2024 0 repositories listed
-
The Inefficiency of Genetic Programming for Symbolic Regression -- Extended Version26 Apr 2024 0 repositories listed
-
Generalizing the SINDy approach with nested neural networks24 Apr 2024 0 repositories listed
-
Prove Symbolic Regression is NP-hard by Symbol Graph22 Apr 2024 0 repositories listed
-
Leveraging Symbolic Regression for Heuristic Design in the Traveling Thief Problem19 Apr 2024 0 repositories listed
-
Discovering Nuclear Models from Symbolic Machine Learning17 Apr 2024 0 repositories listed
-
Generative Pre-Trained Transformer for Symbolic Regression Base In-Context Reinforcement Learning9 Apr 2024 0 repositories listed
-
Distilling Reinforcement Learning Policies for Interpretable Robot Locomotion: Gradient Boosting Machines and Symbolic Regression21 Mar 2024 0 repositories listed
-
Deep Neural Network for Constraint Acquisition through Tailored Loss Function4 Mar 2024 0 repositories listed
-
Order Estimation of Linear-Phase FIR Filters for DAC Equalization in Multiple Nyquist Bands19 Feb 2024 0 repositories listed
-
A Functional Analysis Approach to Symbolic Regression9 Feb 2024 0 repositories listed
-
Guided Evolution with Binary Discriminators for ML Program Search8 Feb 2024 0 repositories listed
-
Discovering interpretable models of scientific image data with deep learning5 Feb 2024 0 repositories listed
-
Discovering Mathematical Formulas from Data via GPT-guided Monte Carlo Tree Search24 Jan 2024 0 repositories listed
-
Bootstrapping OTS-Funcimg Pre-training Model (Botfip) -- A Comprehensive Symbolic Regression Framework18 Jan 2024 0 repositories listed
-
A Novel ML-driven Test Case Selection Approach for Enhancing the Performance of Grammatical Evolution21 Dec 2023 0 repositories listed
-
Vertical Symbolic Regression19 Dec 2023 0 repositories listed
-
Symbolic Regression of Dynamic Network Models15 Dec 2023 0 repositories listed
-
Alpha Zero for Physics: Application of Symbolic Regression with Alpha Zero to find the analytical methods in physics21 Nov 2023 0 repositories listed
-
Symbolic Regression as Feature Engineering Method for Machine and Deep Learning Regression Tasks10 Nov 2023 0 repositories listed
-
Interpretable Neural PDE Solvers using Symbolic Frameworks31 Oct 2023 0 repositories listed
-
Optimal Inflationary Potentials25 Oct 2023 0 repositories listed
-
A representation learning approach to probe for dynamical dark energy in matter power spectra16 Oct 2023 0 repositories listed
-
Discovering Interpretable Physical Models using Symbolic Regression and Discrete Exterior Calculus10 Oct 2023 0 repositories listed
-
On sparse regression, Lp-regularization, and automated model discovery9 Oct 2023 0 repositories listed
-
Explainable machine learning identifies multi-omics signatures of muscle response to spaceflight in mice27 Sep 2023 0 repositories listed
-
Symbolic Regression on Sparse and Noisy Data with Gaussian Processes20 Sep 2023 0 repositories listed
-
Bayesian polynomial neural networks and polynomial neural ordinary differential equations17 Aug 2023 0 repositories listed
-
Discovering Local Binary Pattern Equation for Foreground Object Removal in Videos11 Aug 2023 0 repositories listed
-
Discovering interpretable elastoplasticity models via the neural polynomial method enabled symbolic regressions24 Jul 2023 0 repositories listed
-
Towards Vertical Privacy-Preserving Symbolic Regression via Secure Multiparty Computation22 Jul 2023 0 repositories listed
-
NeoSySPArtaN: A Neuro-Symbolic Spin Prediction Architecture for higher-order multipole waveforms from eccentric Binary Black Hole mergers using Numerical Relativity20 Jul 2023 0 repositories listed
-
Characterization of partial wetting by CMAS droplets using multiphase many-body dissipative particle dynamics and data-driven discovery based on PINNs18 Jul 2023 0 repositories listed
-
Discovering a reaction-diffusion model for Alzheimer's disease by combining PINNs with symbolic regression16 Jul 2023 0 repositories listed
-
Discovering Symbolic Laws Directly from Trajectories with Hamiltonian Graph Neural Networks11 Jul 2023 0 repositories listed
-
Probabilistic Regular Tree Priors for Scientific Symbolic Reasoning14 Jun 2023 0 repositories listed
-
A Melting Pot of Evolution and Learning8 Jun 2023 0 repositories listed
-
MESSY Estimation: Maximum-Entropy based Stochastic and Symbolic densitY Estimation7 Jun 2023 0 repositories listed
-
Scalable Neural Symbolic Regression using Control Variables7 Jun 2023 0 repositories listed
-
Information Fusion via Symbolic Regression: A Tutorial in the Context of Human Health31 May 2023 0 repositories listed
-
RSRM: Reinforcement Symbolic Regression Machine24 May 2023 0 repositories listed
-
A Framework Based on Symbolic Regression Coupled with eXtended Physics-Informed Neural Networks for Gray-Box Learning of Equations of Motion from Data18 May 2023 0 repositories listed
-
Active Learning in Symbolic Regression with Physical Constraints17 May 2023 0 repositories listed
-
Symbolic Regression on FPGAs for Fast Machine Learning Inference6 May 2023 0 repositories listed
-
Automated Scientific Discovery: From Equation Discovery to Autonomous Discovery Systems3 May 2023 0 repositories listed
-
Controllable Neural Symbolic Regression20 Apr 2023 0 repositories listed
-
Differentiable Genetic Programming for High-dimensional Symbolic Regression18 Apr 2023 0 repositories listed
-
Untangling the Effects of Down-Sampling and Selection in Genetic Programming14 Apr 2023 0 repositories listed
-
Data-driven HVAC Control Using Symbolic Regression: Design and Implementation6 Apr 2023 0 repositories listed
-
Interpretable Symbolic Regression for Data Science: Analysis of the 2022 Competition3 Apr 2023 0 repositories listed
-
All You Need Is Sex for Diversity30 Mar 2023 0 repositories listed
-
Symbolic Regression for PDEs using Pruned Differentiable Programs13 Mar 2023 0 repositories listed
-
Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search22 Feb 2023 0 repositories listed
-
Online Symbolic Regression with Informative Query21 Feb 2023 0 repositories listed
-
Symbolic Metamodels for Interpreting Black-boxes Using Primitive Functions9 Feb 2023 0 repositories listed