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Equation Discovery

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Showing 26–50 of 65 papers

TitleStatusHype
Equation discovery framework EPDE: Towards a better equation discoveryCode0
KAN/MultKAN with Physics-Informed Spline fitting (KAN-PISF) for ordinary/partial differential equation discovery of nonlinear dynamic systems—0
Governing equation discovery of a complex system from snapshots—0
Physics-informed AI and ML-based sparse system identification algorithm for discovery of PDE's representing nonlinear dynamic systems—0
Adaptation of uncertainty-penalized Bayesian information criterion for parametric partial differential equation discoveryCode0
Discovering governing equation in structural dynamics from acceleration-only measurements—0
Amortized Equation Discovery in Hybrid Dynamical SystemsCode0
Constrained or Unconstrained? Neural-Network-Based Equation Discovery from DataCode0
Statistical Mechanics of Dynamical System Identification—0
GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial EquationsCode0
Computational Hypergraph Discovery, a Gaussian Process framework for connecting the dotsCode0
Towards stable real-world equation discovery with assessing differentiating quality influence—0
A Bayesian framework for discovering interpretable Lagrangian of dynamical systems from data—0
Equation Discovery with Bayesian Spike-and-Slab Priors and Efficient KernelsCode0
HyperSINDy: Deep Generative Modeling of Nonlinear Stochastic Governing Equations—0
Latent Space Symmetry DiscoveryCode0
Directed differential equation discovery using modified mutation and cross-over operatorsCode0
Towards true discovery of the differential equationsCode0
Comparison of Single- and Multi- Objective Optimization Quality for Evolutionary Equation DiscoveryCode0
Discovering Causal Relations and Equations from Data—0
Automated Scientific Discovery: From Equation Discovery to Autonomous Discovery Systems—0
Data-driven discovery of stochastic dynamical equations of collective motion—0
Discovering interpretable Lagrangian of dynamical systems from data—0
MAntRA: A framework for model agnostic reliability analysis—0
Model-agnostic stochastic model predictive control—0
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