| Transformer-based Planning for Symbolic Regression | Mar 13, 2023 | Equation Discoveryregression | CodeCode Available | 1 |
| Discovering stochastic dynamical equations from biological time series data | May 5, 2022 | DiagnosticEquation Discovery | CodeCode Available | 1 |
| PDE-READ: Human-readable Partial Differential Equation Discovery using Deep Learning | Nov 1, 2021 | Equation Discoveryregression | 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 |
| Probabilistic Grammars for Equation Discovery | Dec 1, 2020 | Equation DiscoverySymbolic Regression | CodeCode Available | 1 |
| 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 |
| Deep Symbolic Optimization: Reinforcement Learning for Symbolic Mathematics | May 16, 2025 | Equation Discoveryreinforcement-learning | —Unverified | 0 |
| On the definition and importance of interpretability in scientific machine learning | May 16, 2025 | Equation DiscoveryInterpretable Machine Learning | —Unverified | 0 |
