| Improving Chemical Understanding of LLMs via SMILES Parsing | May 22, 2025 | Graph Matchingscientific discovery | —Unverified | 0 |
| Auto-Bench: An Automated Benchmark for Scientific Discovery in LLMs | Feb 21, 2025 | scientific discoveryvalid | —Unverified | 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 |
| KnowledgeHub: An end-to-end Tool for Assisted Scientific Discovery | May 16, 2024 | named-entity-recognitionNamed Entity Recognition | —Unverified | 0 |
| A Use of Even Activation Functions in Neural Networks | Nov 23, 2020 | scientific discovery | —Unverified | 0 |
| Interpretable Machine Learning in Physics: A Review | Mar 30, 2025 | Interpretable Machine Learningscientific discovery | —Unverified | 0 |
| AI Assistants to Enhance and Exploit the PETSc Knowledge Base | Jun 25, 2025 | RAGReranking | —Unverified | 0 |
| Interpretable representation learning of quantum data enabled by probabilistic variational autoencoders | Jun 13, 2025 | Interpretable Machine LearningRepresentation Learning | —Unverified | 0 |
| Can Theoretical Physics Research Benefit from Language Agents? | Jun 6, 2025 | Code GenerationMathematical Reasoning | —Unverified | 0 |
| Diffusion-BBO: Diffusion-Based Inverse Modeling for Online Black-Box Optimization | Jun 30, 2024 | Gaussian Processesscientific discovery | —Unverified | 0 |
