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symbolic regression

54 papers

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SR

Co-occurring keywords

genetic programming (30) neural network (6616) equation discovery (11) ordinary differential equation (139) differential equation (56) evolutionary algorithm (264) partial differential equation (222) dynamical system (398) reinforcement learning (4352) scientific discovery (44)

Papers

Efficient Chromosome Parallelization for Precision Medicine Genomic Workflows AAAI 2026
MDBench: Benchmarking Data-Driven Methods for Model Discovery AAAI 2026
Post-Hoc Refinement for Multitask Symbolic Regression via Consensus-Accelerated Shapley Analysis AAAI 2026
Dimension Reduction for Symbolic Regression AAAI 2025
Neuro-Guided Graph Search for Symbolic Regression (Student Abstract) AAAI 2025
FIND: A Framework for Discovering Formulas in Data AAAI 2025
Active Symbolic Discovery of Ordinary Differential Equations via Phase Portrait Sketching AAAI 2025
Discovering Symmetries of ODEs by Symbolic Regression AAAI 2025
Interpretable Solutions for Multi-Physics PDEs Using T-NNGP AAAI 2025
MetaSymNet: A Tree-like Symbol Network with Adaptive Architecture and Activation Functions AAAI 2025
Kolmogorov-Arnold Networks Still Catastrophically Forget but Differently from MLP AAAI 2025
Progressive Self-Learning for Domain Adaptation on Symbolic Regression of Integer Sequences AAAI 2025
DisCo-DSO: Coupling Discrete and Continuous Optimization for Efficient Generative Design in Hybrid Spaces AAAI 2025
Noise-Resilient Symbolic Regression with Dynamic Gating Reinforcement Learning AAAI 2025
GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial Equations AAAI 2024
Racing Control Variable Genetic Programming for Symbolic Regression AAAI 2024
Symbolic Regression Enhanced Decision Trees for Classification Tasks AAAI 2024
Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form Equations AISTATS 2024
Scaling Up Unbiased Search-based Symbolic Regression IJCAI 2024
Symbolic Regression with a Learned Concept Library NIPS 2024
Vertical Symbolic Regression via Deep Policy Gradient IJCAI 2024
An Interpretable Approach to the Solutions of High-Dimensional Partial Differential Equations AAAI 2024
Symbolic Cognitive Diagnosis via Hybrid Optimization for Intelligent Education Systems AAAI 2024
Multi-Level Symbolic Regression: Function Structure Learning for Multi-Level Data AISTATS 2024
In-Context Symbolic Regression: Leveraging Large Language Models for Function Discovery ACL 2024