| A dynamical systems based framework for dimension reduction | Apr 18, 2022 | Dimensionality ReductionEquation Discovery | —Unverified | 0 |
| A non-autonomous equation discovery method for time signal classification | Nov 22, 2020 | ClassificationEquation Discovery | —Unverified | 0 |
| Automated Scientific Discovery: From Equation Discovery to Autonomous Discovery Systems | May 3, 2023 | AstronomyAutonomous Driving | —Unverified | 0 |
| Data-driven discoveries of Bäcklund transforms and soliton evolution equations via deep neural network learning schemes | Nov 18, 2021 | Deep LearningEquation Discovery | —Unverified | 0 |
| Data-Driven Discovery of Coarse-Grained Equations | Jan 30, 2020 | BIG-bench Machine LearningEquation Discovery | —Unverified | 0 |
| Data-driven discovery of stochastic dynamical equations of collective motion | Apr 20, 2023 | Equation Discovery | —Unverified | 0 |
| Data-driven PDE discovery with evolutionary approach | Mar 19, 2019 | Equation DiscoveryForm | —Unverified | 0 |
| Discovering Causal Relations and Equations from Data | May 21, 2023 | Equation DiscoveryPhilosophy | —Unverified | 0 |
| Discovering governing equation in structural dynamics from acceleration-only measurements | Jul 18, 2024 | Equation Discovery | —Unverified | 0 |
| Discovering interpretable Lagrangian of dynamical systems from data | Feb 9, 2023 | Equation DiscoveryRepresentation Learning | —Unverified | 0 |
| DrSR: LLM based Scientific Equation Discovery with Dual Reasoning from Data and Experience | Jun 4, 2025 | Efficient ExplorationEquation Discovery | —Unverified | 0 |
| Equation Discovery for Nonlinear System Identification | Jul 1, 2019 | Equation Discoveryparameter estimation | —Unverified | 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 |
| MAntRA: A framework for model agnostic reliability analysis | Dec 13, 2022 | Equation DiscoveryInterpretable Machine Learning | —Unverified | 0 |
| Model-agnostic stochastic model predictive control | Nov 23, 2022 | Equation Discoverymodel | —Unverified | 0 |
| On the definition and importance of interpretability in scientific machine learning | May 16, 2025 | Equation DiscoveryInterpretable Machine Learning | —Unverified | 0 |
| Physics-informed AI and ML-based sparse system identification algorithm for discovery of PDE's representing nonlinear dynamic systems | Oct 13, 2024 | DenoisingEquation Discovery | —Unverified | 0 |
| Quantum Model-Discovery | Nov 11, 2021 | BIG-bench Machine LearningEquation Discovery | —Unverified | 0 |
| Statistical Mechanics of Dynamical System Identification | Mar 4, 2024 | Bayesian InferenceEquation Discovery | —Unverified | 0 |
| The data-driven physical-based equations discovery using evolutionary approach | Apr 3, 2020 | Equation Discoveryregression | —Unverified | 0 |
| Towards stable real-world equation discovery with assessing differentiating quality influence | Nov 9, 2023 | Equation Discovery | —Unverified | 0 |
| Constrained or Unconstrained? Neural-Network-Based Equation Discovery from Data | May 30, 2024 | Equation Discoveryparameter estimation | CodeCode Available | 0 |
| Computational Hypergraph Discovery, a Gaussian Process framework for connecting the dots | Nov 28, 2023 | Equation Discovery | CodeCode Available | 0 |
| Towards true discovery of the differential equations | Aug 9, 2023 | Equation DiscoveryForm | CodeCode Available | 0 |
| Comparison of Single- and Multi- Objective Optimization Quality for Evolutionary Equation Discovery | Jun 29, 2023 | Equation DiscoverySymbolic Regression | CodeCode Available | 0 |