| Discovering symbolic expressions with parallelized tree search | Jul 5, 2024 | Equation Discoveryregression | CodeCode Available | 2 | 5 |
| LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models | Apr 14, 2025 | Equation DiscoveryMemorization | CodeCode Available | 2 | 5 |
| Learning Closed-form Equations for Subgrid-scale Closures from High-fidelity Data: Promises and Challenges | Jun 8, 2023 | Equation DiscoveryForm | CodeCode Available | 1 | 5 |
| Symmetry-Informed Governing Equation Discovery | May 27, 2024 | Equation Discovery | CodeCode Available | 1 | 5 |
| SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training | Oct 3, 2023 | Contrastive LearningEquation Discovery | CodeCode Available | 1 | 5 |
| Mechanistic Neural Networks for Scientific Machine Learning | Feb 20, 2024 | Equation DiscoveryGPU | CodeCode Available | 1 | 5 |
| Probabilistic Grammars for Equation Discovery | Dec 1, 2020 | Equation DiscoverySymbolic Regression | CodeCode Available | 1 | 5 |
| LLM-SR: Scientific Equation Discovery via Programming with Large Language Models | Apr 29, 2024 | Equation DiscoveryInterpretable Machine Learning | CodeCode Available | 1 | 5 |
| Interactive Symbolic Regression through Offline Reinforcement Learning: A Co-Design Framework | Feb 5, 2025 | Equation Discoveryregression | CodeCode Available | 1 | 5 |
| Evolving Scientific Discovery by Unifying Data and Background Knowledge with AI Hilbert | Aug 18, 2023 | Equation DiscoveryLogical Reasoning | CodeCode Available | 1 | 5 |
| LLM4ED: Large Language Models for Automatic Equation Discovery | May 13, 2024 | Equation Discovery | CodeCode Available | 1 | 5 |
| Discovering stochastic dynamical equations from biological time series data | May 5, 2022 | DiagnosticEquation Discovery | CodeCode Available | 1 | 5 |
| Transformer-based Planning for Symbolic Regression | Mar 13, 2023 | Equation Discoveryregression | CodeCode Available | 1 | 5 |
| PDE-READ: Human-readable Partial Differential Equation Discovery using Deep Learning | Nov 1, 2021 | Equation Discoveryregression | CodeCode Available | 1 | 5 |
| AI Descartes: Combining Data and Theory for Derivable Scientific Discovery | Sep 3, 2021 | Automated Theorem ProvingBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
| Computational Hypergraph Discovery, a Gaussian Process framework for connecting the dots | Nov 28, 2023 | Equation Discovery | CodeCode Available | 0 | 5 |
| Comparison of Single- and Multi- Objective Optimization Quality for Evolutionary Equation Discovery | Jun 29, 2023 | Equation DiscoverySymbolic Regression | CodeCode Available | 0 | 5 |
| Amortized Equation Discovery in Hybrid Dynamical Systems | Jun 6, 2024 | Equation DiscoveryTime Series | CodeCode Available | 0 | 5 |
| Discovery of interpretable structural model errors by combining Bayesian sparse regression and data assimilation: A chaotic Kuramoto-Sivashinsky test case | Oct 1, 2021 | Equation Discovery | CodeCode Available | 0 | 5 |
| Bayesian Spline Learning for Equation Discovery of Nonlinear Dynamics with Quantified Uncertainty | Oct 14, 2022 | Equation Discovery | CodeCode Available | 0 | 5 |
| Latent Space Symmetry Discovery | Sep 29, 2023 | Equation Discovery | CodeCode Available | 0 | 5 |
| Knowledge-aware equation discovery with automated background knowledge extraction | Dec 31, 2024 | Equation Discovery | CodeCode Available | 0 | 5 |
| Learning and Interpreting Potentials for Classical Hamiltonian Systems | Jul 26, 2019 | Equation Discovery | CodeCode Available | 0 | 5 |
| Directed differential equation discovery using modified mutation and cross-over operators | Aug 9, 2023 | Equation Discovery | CodeCode Available | 0 | 5 |
| Automated Mathematical Equation Structure Discovery for Visual Analysis | Apr 17, 2021 | Equation Discovery | CodeCode Available | 0 | 5 |
