| Evaluating PDE discovery methods for multiscale modeling of biological signals | Jun 25, 2025 | Equation Discovery | —Unverified | 0 |
| DrSR: LLM based Scientific Equation Discovery with Dual Reasoning from Data and Experience | Jun 4, 2025 | Efficient ExplorationEquation Discovery | —Unverified | 0 |
| Governing Equation Discovery from Data Based on Differential Invariants | May 24, 2025 | Equation Discovery | —Unverified | 0 |
| On the definition and importance of interpretability in scientific machine learning | May 16, 2025 | Equation DiscoveryInterpretable Machine Learning | —Unverified | 0 |
| Deep Symbolic Optimization: Reinforcement Learning for Symbolic Mathematics | May 16, 2025 | Equation Discoveryreinforcement-learning | —Unverified | 0 |
| LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models | Apr 14, 2025 | Equation DiscoveryMemorization | CodeCode Available | 2 |
| Grammar-based Ordinary Differential Equation Discovery | Apr 3, 2025 | Dimensionality ReductionEquation Discovery | —Unverified | 0 |
| Graph-Eq: Discovering Mathematical Equations using Graph Generative Models | Mar 30, 2025 | Bayesian OptimizationEquation Discovery | —Unverified | 0 |
| Neural-Guided Equation Discovery | Mar 21, 2025 | Contrastive LearningEquation Discovery | CodeCode Available | 0 |
| Interactive Symbolic Regression through Offline Reinforcement Learning: A Co-Design Framework | Feb 5, 2025 | Equation Discoveryregression | CodeCode Available | 1 |
| A Bayesian Approach for Discovering Time- Delayed Differential Equation from Data | Jan 6, 2025 | Bayesian InferenceEquation Discovery | —Unverified | 0 |
| Knowledge-aware equation discovery with automated background knowledge extraction | Dec 31, 2024 | Equation Discovery | CodeCode Available | 0 |
| Equation discovery framework EPDE: Towards a better equation discovery | Dec 28, 2024 | Equation Discovery | CodeCode Available | 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 |
| Governing equation discovery of a complex system from snapshots | Oct 22, 2024 | Density EstimationEquation Discovery | —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 |
| Adaptation of uncertainty-penalized Bayesian information criterion for parametric partial differential equation discovery | Aug 15, 2024 | Equation DiscoveryModel Selection | CodeCode Available | 0 |
| Discovering governing equation in structural dynamics from acceleration-only measurements | Jul 18, 2024 | Equation Discovery | —Unverified | 0 |
| Discovering symbolic expressions with parallelized tree search | Jul 5, 2024 | Equation Discoveryregression | CodeCode Available | 2 |
| Amortized Equation Discovery in Hybrid Dynamical Systems | Jun 6, 2024 | Equation DiscoveryTime Series | CodeCode Available | 0 |
| Constrained or Unconstrained? Neural-Network-Based Equation Discovery from Data | May 30, 2024 | Equation Discoveryparameter estimation | CodeCode Available | 0 |
| Symmetry-Informed Governing Equation Discovery | May 27, 2024 | Equation Discovery | 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 |
| Statistical Mechanics of Dynamical System Identification | Mar 4, 2024 | Bayesian InferenceEquation Discovery | —Unverified | 0 |
