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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

GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial Equations AAAI 2024
Universal Physics-Informed Neural Networks: Symbolic Differential Operator Discovery with Sparse Data ICML 2023
Transformer-based Planning for Symbolic Regression NIPS 2023
Dimensionless machine learning: Imposing exact units equivariance JMLR 2023
Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search ICML 2023
D-CIPHER: Discovery of Closed-form Partial Differential Equations NIPS 2023
Predicting Ordinary Differential Equations with Transformers ICML 2023
Symbolic Explanations for Hyperparameter Optimization AUTOML 2023
What Can We Learn by Predicting Accuracy? WACV 2023
Symbolic Metamodels for Interpreting Black-Boxes Using Primitive Functions AAAI 2023
Online Symbolic Regression with Informative Query AAAI 2023
A Unified Framework for Deep Symbolic Regression NIPS 2022
Deep symbolic regression for recurrence prediction ICML 2022
Interactive Reinforcement Learning for Symbolic Regression from Multi-Format Human-Preference Feedbacks IJCAI 2022
CoNSoLe: Convex Neural Symbolic Learning NIPS 2022
End-to-end Symbolic Regression with Transformers NIPS 2022
Symbolic Distillation for Learned TCP Congestion Control NIPS 2022
Symbolic Regression via Deep Reinforcement Learning Enhanced Genetic Programming Seeding NIPS 2021
Logic Guided Genetic Algorithms (Student Abstract) AAAI 2021
A Bayesian-Symbolic Approach to Reasoning and Learning in Intuitive Physics NIPS 2021
Automated Symbolic Law Discovery: A Computer Vision Approach AAAI 2021
Neural Symbolic Regression that scales ICML 2021
Physics-informed Spline Learning for Nonlinear Dynamics Discovery IJCAI 2021
Discovering Symbolic Models from Deep Learning with Inductive Biases NIPS 2020
AI Feynman 2.0: Pareto-optimal symbolic regression exploiting graph modularity NIPS 2020