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| Discovering stochastic dynamical equations from biological time series data | May 5, 2022 | DiagnosticEquation Discovery | CodeCode Available | 1 |
| Probabilistic Grammars for Equation Discovery | Dec 1, 2020 | Equation DiscoverySymbolic Regression | CodeCode Available | 1 |
| LLM4ED: Large Language Models for Automatic Equation Discovery | May 13, 2024 | Equation Discovery | CodeCode Available | 1 |
| LLM-SR: Scientific Equation Discovery via Programming with Large Language Models | Apr 29, 2024 | Equation DiscoveryInterpretable Machine Learning | CodeCode Available | 1 |
| Learning Closed-form Equations for Subgrid-scale Closures from High-fidelity Data: Promises and Challenges | Jun 8, 2023 | Equation DiscoveryForm | CodeCode Available | 1 |
| PDE-READ: Human-readable Partial Differential Equation Discovery using Deep Learning | Nov 1, 2021 | Equation Discoveryregression | CodeCode Available | 1 |
| Transformer-based Planning for Symbolic Regression | Mar 13, 2023 | Equation Discoveryregression | CodeCode Available | 1 |
| Symmetry-Informed Governing Equation Discovery | May 27, 2024 | Equation Discovery | CodeCode Available | 1 |
| SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training | Oct 3, 2023 | Contrastive LearningEquation Discovery | CodeCode Available | 1 |
| Mechanistic Neural Networks for Scientific Machine Learning | Feb 20, 2024 | Equation DiscoveryGPU | CodeCode Available | 1 |
| Evolving Scientific Discovery by Unifying Data and Background Knowledge with AI Hilbert | Aug 18, 2023 | Equation DiscoveryLogical Reasoning | CodeCode Available | 1 |
| AI Descartes: Combining Data and Theory for Derivable Scientific Discovery | Sep 3, 2021 | Automated Theorem ProvingBIG-bench Machine Learning | CodeCode Available | 1 |
| Graph-Eq: Discovering Mathematical Equations using Graph Generative Models | Mar 30, 2025 | Bayesian OptimizationEquation Discovery | —Unverified | 0 |
| A Bayesian framework for discovering interpretable Lagrangian of dynamical systems from data | Oct 10, 2023 | Equation Discovery | —Unverified | 0 |
| HyperSINDy: Deep Generative Modeling of Nonlinear Stochastic Governing Equations | Oct 7, 2023 | Equation DiscoveryModel Discovery | —Unverified | 0 |
| Governing equation discovery of a complex system from snapshots | Oct 22, 2024 | Density EstimationEquation Discovery | —Unverified | 0 |
| Discovering interpretable Lagrangian of dynamical systems from data | Feb 9, 2023 | Equation DiscoveryRepresentation Learning | —Unverified | 0 |
| Grammar-based Ordinary Differential Equation Discovery | Apr 3, 2025 | Dimensionality ReductionEquation Discovery | —Unverified | 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 |
| Discovering governing equation in structural dynamics from acceleration-only measurements | Jul 18, 2024 | Equation Discovery | —Unverified | 0 |
| Discovering Causal Relations and Equations from Data | May 21, 2023 | Equation DiscoveryPhilosophy | —Unverified | 0 |
| Automated Scientific Discovery: From Equation Discovery to Autonomous Discovery Systems | May 3, 2023 | AstronomyAutonomous Driving | —Unverified | 0 |
