| Renormalized Mutual Information for Artificial Scientific Discovery | May 4, 2020 | Dimensionality Reductionscientific discovery | CodeCode Available | 1 | 5 |
| Symmetry-Informed Geometric Representation for Molecules, Proteins, and Crystalline Materials | Jun 15, 2023 | BenchmarkingComputational chemistry | CodeCode Available | 1 | 5 |
| BLADE: Benchmarking Language Model Agents for Data-Driven Science | Aug 19, 2024 | BenchmarkingDecision Making | CodeCode Available | 1 | 5 |
| AbductionRules: Training Transformers to Explain Unexpected Inputs | Mar 23, 2022 | Common Sense ReasoningLogical Reasoning | CodeCode Available | 1 | 5 |
| K-Paths: Reasoning over Graph Paths for Drug Repurposing and Drug Interaction Prediction | Feb 18, 2025 | Drug DiscoveryKnowledge Graphs | CodeCode Available | 1 | 5 |
| MolXPT: Wrapping Molecules with Text for Generative Pre-training | May 18, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Closed-Form Interpretation of Neural Network Classifiers with Symbolic Gradients | Jan 10, 2024 | Formregression | CodeCode Available | 0 | 5 |
| MOOSE-Chem3: Toward Experiment-Guided Hypothesis Ranking via Simulated Experimental Feedback | May 23, 2025 | scientific discovery | CodeCode Available | 0 | 5 |
| ChemNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant Supervision | Nov 1, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 0 | 5 |
| μ-Bench: A Vision-Language Benchmark for Microscopy Understanding | Jul 1, 2024 | Cell DetectionClassification | CodeCode Available | 0 | 5 |
| APACE: AlphaFold2 and advanced computing as a service for accelerated discovery in biophysics | Aug 15, 2023 | Drug DiscoveryPrediction | CodeCode Available | 0 | 5 |
| Causality Pursuit from Heterogeneous Environments via Neural Adversarial Invariance Learning | May 7, 2024 | regressionscientific discovery | CodeCode Available | 0 | 5 |
| Capturing Structure Implicitly from Time-Series having Limited Data | Mar 15, 2018 | scientific discoverySmall Data Image Classification | CodeCode Available | 0 | 5 |
| Can Transformers Do Enumerative Geometry? | Aug 27, 2024 | Activation Function SynthesisCausal Inference | CodeCode Available | 0 | 5 |
| An LLM-based Knowledge Synthesis and Scientific Reasoning Framework for Biomedical Discovery | Jun 26, 2024 | scientific discovery | CodeCode Available | 0 | 5 |
| Unsupervised Machine Learning for Scientific Discovery: Workflow and Best Practices | Jun 5, 2025 | Astronomyscientific discovery | CodeCode Available | 0 | 5 |
| LGEM^+: a first-order logic framework for automated improvement of metabolic network models through abduction | Jun 9, 2023 | scientific discovery | CodeCode Available | 0 | 5 |
| Matter-of-Fact: A Benchmark for Verifying the Feasibility of Literature-Supported Claims in Materials Science | Jun 4, 2025 | ArticlesCode Generation | CodeCode Available | 0 | 5 |
| Active Symbolic Discovery of Ordinary Differential Equations via Phase Portrait Sketching | Sep 2, 2024 | Active Learningscientific discovery | CodeCode Available | 0 | 5 |
| Bridging AI and Science: Implications from a Large-Scale Literature Analysis of AI4Science | Nov 27, 2024 | Link Predictionscientific discovery | CodeCode Available | 0 | 5 |
| Physics-tailored machine learning reveals unexpected physics in dusty plasmas | Oct 8, 2023 | Physical Intuitionscientific discovery | CodeCode Available | 0 | 5 |
| ALINE: Joint Amortization for Bayesian Inference and Active Data Acquisition | Jun 8, 2025 | Active LearningBayesian Inference | CodeCode Available | 0 | 5 |
| BoxingGym: Benchmarking Progress in Automated Experimental Design and Model Discovery | Jan 2, 2025 | BenchmarkingExperimental Design | CodeCode Available | 0 | 5 |
| Boolean matrix logic programming for active learning of gene functions in genome-scale metabolic network models | May 10, 2024 | Active LearningExperimental Design | CodeCode Available | 0 | 5 |
| KnowledgeShovel: An AI-in-the-Loop Document Annotation System for Scientific Knowledge Base Construction | Oct 6, 2022 | Knowledge Base Constructionscientific discovery | CodeCode Available | 0 | 5 |
