| Mechanistic Neural Networks for Scientific Machine Learning | Feb 20, 2024 | Equation DiscoveryGPU | CodeCode Available | 1 |
| GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial Equations | Dec 18, 2023 | Equation Discoveryregression | CodeCode Available | 0 |
| Computational Hypergraph Discovery, a Gaussian Process framework for connecting the dots | Nov 28, 2023 | Equation Discovery | CodeCode Available | 0 |
| Towards stable real-world equation discovery with assessing differentiating quality influence | Nov 9, 2023 | Equation Discovery | —Unverified | 0 |
| A Bayesian framework for discovering interpretable Lagrangian of dynamical systems from data | Oct 10, 2023 | Equation Discovery | —Unverified | 0 |
| Equation Discovery with Bayesian Spike-and-Slab Priors and Efficient Kernels | Oct 9, 2023 | Equation Discoveryregression | CodeCode Available | 0 |
| HyperSINDy: Deep Generative Modeling of Nonlinear Stochastic Governing Equations | Oct 7, 2023 | Equation DiscoveryModel Discovery | —Unverified | 0 |
| SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training | Oct 3, 2023 | Contrastive LearningEquation Discovery | CodeCode Available | 1 |
| Latent Space Symmetry Discovery | Sep 29, 2023 | Equation Discovery | CodeCode Available | 0 |
| Evolving Scientific Discovery by Unifying Data and Background Knowledge with AI Hilbert | Aug 18, 2023 | Equation DiscoveryLogical Reasoning | CodeCode Available | 1 |
| Directed differential equation discovery using modified mutation and cross-over operators | Aug 9, 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 |
| Learning Closed-form Equations for Subgrid-scale Closures from High-fidelity Data: Promises and Challenges | Jun 8, 2023 | Equation DiscoveryForm | CodeCode Available | 1 |
| 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 |
| Data-driven discovery of stochastic dynamical equations of collective motion | Apr 20, 2023 | Equation Discovery | —Unverified | 0 |
| Transformer-based Planning for Symbolic Regression | Mar 13, 2023 | Equation Discoveryregression | CodeCode Available | 1 |
| Discovering interpretable Lagrangian of dynamical systems from data | Feb 9, 2023 | Equation DiscoveryRepresentation Learning | —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 |
| Bayesian Spline Learning for Equation Discovery of Nonlinear Dynamics with Quantified Uncertainty | Oct 14, 2022 | Equation Discovery | CodeCode Available | 0 |
| Discovering stochastic dynamical equations from biological time series data | May 5, 2022 | DiagnosticEquation Discovery | CodeCode Available | 1 |
| 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 |
| Learning Anisotropic Interaction Rules from Individual Trajectories in a Heterogeneous Cellular Population | Apr 29, 2022 | Equation Discovery | CodeCode Available | 0 |
