| LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models | Apr 14, 2025 | Equation DiscoveryMemorization | CodeCode Available | 2 |
| 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 |
