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| Discovering symbolic expressions with parallelized tree search | Jul 5, 2024 | Equation Discoveryregression | CodeCode Available | 2 |
| Interactive Symbolic Regression through Offline Reinforcement Learning: A Co-Design Framework | Feb 5, 2025 | Equation Discoveryregression | CodeCode Available | 1 |
| 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 |
| Mechanistic Neural Networks for Scientific Machine Learning | Feb 20, 2024 | Equation DiscoveryGPU | CodeCode Available | 1 |
| SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training | Oct 3, 2023 | Contrastive LearningEquation Discovery | CodeCode Available | 1 |
| Evolving Scientific Discovery by Unifying Data and Background Knowledge with AI Hilbert | Aug 18, 2023 | Equation DiscoveryLogical Reasoning | CodeCode Available | 1 |
| Learning Closed-form Equations for Subgrid-scale Closures from High-fidelity Data: Promises and Challenges | Jun 8, 2023 | Equation DiscoveryForm | CodeCode Available | 1 |
| 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 |
| 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 |
| 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 |
| 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 |
