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| Equation discovery framework EPDE: Towards a better equation discovery | Dec 28, 2024 | Equation Discovery | CodeCode Available | 0 | 5 |
| Equation Discovery with Bayesian Spike-and-Slab Priors and Efficient Kernels | Oct 9, 2023 | Equation Discoveryregression | CodeCode Available | 0 | 5 |
| GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial Equations | Dec 18, 2023 | Equation Discoveryregression | CodeCode Available | 0 | 5 |
| Latent Space Symmetry Discovery | Sep 29, 2023 | Equation Discovery | CodeCode Available | 0 | 5 |
| Learning and Interpreting Potentials for Classical Hamiltonian Systems | Jul 26, 2019 | Equation Discovery | CodeCode Available | 0 | 5 |
| Learning Anisotropic Interaction Rules from Individual Trajectories in a Heterogeneous Cellular Population | Apr 29, 2022 | Equation Discovery | CodeCode Available | 0 | 5 |
| Neural-Guided Equation Discovery | Mar 21, 2025 | Contrastive LearningEquation Discovery | CodeCode Available | 0 | 5 |
| Towards true discovery of the differential equations | Aug 9, 2023 | Equation DiscoveryForm | CodeCode Available | 0 | 5 |
| Graph-Eq: Discovering Mathematical Equations using Graph Generative Models | Mar 30, 2025 | Bayesian OptimizationEquation Discovery | —Unverified | 0 | 0 |
| HyperSINDy: Deep Generative Modeling of Nonlinear Stochastic Governing Equations | Oct 7, 2023 | Equation DiscoveryModel Discovery | —Unverified | 0 | 0 |
| Identification of Physical Processes and Unknown Parameters of 3D Groundwater Contaminant Problems via Theory-guided U-net | Apr 30, 2022 | Equation DiscoveryModel Selection | —Unverified | 0 | 0 |
| DrSR: LLM based Scientific Equation Discovery with Dual Reasoning from Data and Experience | Jun 4, 2025 | Efficient ExplorationEquation Discovery | —Unverified | 0 | 0 |
| Discovering interpretable Lagrangian of dynamical systems from data | Feb 9, 2023 | Equation DiscoveryRepresentation Learning | —Unverified | 0 | 0 |
| KAN/MultKAN with Physics-Informed Spline fitting (KAN-PISF) for ordinary/partial differential equation discovery of nonlinear dynamic systems | Nov 18, 2024 | DenoisingEquation Discovery | —Unverified | 0 | 0 |
| Deep Symbolic Optimization: Reinforcement Learning for Symbolic Mathematics | May 16, 2025 | Equation Discoveryreinforcement-learning | —Unverified | 0 | 0 |
| A Bayesian framework for discovering interpretable Lagrangian of dynamical systems from data | Oct 10, 2023 | Equation Discovery | —Unverified | 0 | 0 |
| The data-driven physical-based equations discovery using evolutionary approach | Apr 3, 2020 | Equation Discoveryregression | —Unverified | 0 | 0 |
| Towards stable real-world equation discovery with assessing differentiating quality influence | Nov 9, 2023 | Equation Discovery | —Unverified | 0 | 0 |
| Discovering governing equation in structural dynamics from acceleration-only measurements | Jul 18, 2024 | Equation Discovery | —Unverified | 0 | 0 |
| Discovering Causal Relations and Equations from Data | May 21, 2023 | Equation DiscoveryPhilosophy | —Unverified | 0 | 0 |
| Data-driven PDE discovery with evolutionary approach | Mar 19, 2019 | Equation DiscoveryForm | —Unverified | 0 | 0 |
| Data-driven discovery of stochastic dynamical equations of collective motion | Apr 20, 2023 | Equation Discovery | —Unverified | 0 | 0 |
| MAntRA: A framework for model agnostic reliability analysis | Dec 13, 2022 | Equation DiscoveryInterpretable Machine Learning | —Unverified | 0 | 0 |
| Data-Driven Discovery of Coarse-Grained Equations | Jan 30, 2020 | BIG-bench Machine LearningEquation Discovery | —Unverified | 0 | 0 |