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Symbolic Regression

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

Papers

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Showing 301–325 of 418 papers

TitleStatusHype
Interpretable Policies for Reinforcement Learning by Genetic Programming—0
Interpretable Polynomial Neural Ordinary Differential Equations—0
Interpretable Robotic Friction Learning via Symbolic Regression—0
Interpretable Symbolic Regression for Data Science: Analysis of the 2022 Competition—0
Interpreting Black-boxes Using Primitive Parameterized Functions—0
Interval Arithmetic and Interval-Aware Operators for Genetic Programming—0
ISR: Invertible Symbolic Regression—0
Is the Machine Smarter than the Theorist: Deriving Formulas for Particle Kinematics with Symbolic Regression—0
KAN-ODEs: Kolmogorov-Arnold Network Ordinary Differential Equations for Learning Dynamical Systems and Hidden Physics—0
Kolmogorov-Arnold Networks for Time Series: Bridging Predictive Power and Interpretability—0
Large Language Models as Particle Swarm Optimizers—0
Decoupling Representation and Learning in Genetic Programming: the LaSER Approach—0
Learning Functions to Study the Benefit of Multitask Learning—0
Learning Governing Equations of Unobserved States in Dynamical Systems—0
Learning Interpretable Network Dynamics via Universal Neural Symbolic Regression—0
Learning Libraries of Subroutines for Neurally–Guided Bayesian Program Induction—0
Learning Linear Feature Space Transformations in Symbolic Regression—0
Learning Optimal Control of Synchronization in Networks of Coupled Oscillators using Genetic Programming-based Symbolic Regression—0
Learning Semantics-aware Search Operators for Genetic Programming—0
Learning Symbolic Expressions: Mixed-Integer Formulations, Cuts, and Heuristics—0
Learning Symbolic Expressions via Gumbel-Max Equation Learner Networks—0
Learning Symbolic Models for Graph-structured Physical Mechanism—0
Learning Symbolic Physics with Graph Networks—0
Leveraging Symbolic Regression for Heuristic Design in the Traveling Thief Problem—0
Lexicase Selection at Scale—0
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