| Applications of Gaussian Processes at Extreme Lengthscales: From Molecules to Black Holes | Mar 24, 2023 | Bayesian OptimisationGaussian Processes | CodeCode Available | 1 | 5 |
| Rethinking Symbolic Regression Datasets and Benchmarks for Scientific Discovery | Jun 21, 2022 | regressionscientific discovery | CodeCode Available | 1 | 5 |
| Symbolic regression for scientific discovery: an application to wind speed forecasting | Feb 21, 2021 | Feature Engineeringregression | CodeCode Available | 1 | 5 |
| X-TIME: An in-memory engine for accelerating machine learning on tabular data with CAMs | Apr 3, 2023 | GPUscientific discovery | CodeCode Available | 1 | 5 |
| Data-driven discovery of Green's functions with human-understandable deep learning | May 1, 2021 | scientific discovery | CodeCode Available | 1 | 5 |
| Deep learning models for predicting RNA degradation via dual crowdsourcing | Oct 14, 2021 | Data AugmentationDeep Learning | CodeCode Available | 0 | 5 |
| Closed-Form Interpretation of Neural Network Classifiers with Symbolic Gradients | Jan 10, 2024 | Formregression | CodeCode Available | 0 | 5 |
| Predicting Real-time Scientific Experiments Using Transformer models and Reinforcement Learning | Apr 25, 2022 | reinforcement-learningReinforcement Learning (RL) | CodeCode Available | 0 | 5 |
| Physics-guided Neural Networks (PGNN): An Application in Lake Temperature Modeling | Oct 31, 2017 | scientific discovery | 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 |
| Physics-Guided Foundation Model for Scientific Discovery: An Application to Aquatic Science | Feb 10, 2025 | scientific discovery | 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 |
| OKRidge: Scalable Optimal k-Sparse Ridge Regression | Apr 13, 2023 | regressionscientific discovery | 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 |
| OCSU: Optical Chemical Structure Understanding for Molecule-centric Scientific Discovery | Jan 26, 2025 | Representation Learningscientific discovery | CodeCode Available | 0 | 5 |
| Unsupervised Machine Learning for Scientific Discovery: Workflow and Best Practices | Jun 5, 2025 | Astronomyscientific discovery | CodeCode Available | 0 | 5 |
| On the Robustness of Global Feature Effect Explanations | Jun 13, 2024 | Diagnosticscientific discovery | CodeCode Available | 0 | 5 |
| Reinforcement Learning in a Physics-Inspired Semi-Markov Environment | Apr 15, 2020 | reinforcement-learningReinforcement Learning | 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 |
| 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 |
| PlasmoFAB: A Benchmark to Foster Machine Learning for Plasmodium falciparum Protein Antigen Candidate Prediction | Jan 16, 2023 | scientific 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 |
| Probabilistic Phase Labeling and Lattice Refinement for Autonomous Material Research | Aug 15, 2023 | scientific discoveryX-Ray Diffraction (XRD) | CodeCode Available | 0 | 5 |
| NEBULA: Neural Empirical Bayes Under Latent Representations for Efficient and Controllable Design of Molecular Libraries | Jul 3, 2024 | Drug Discoveryscientific discovery | CodeCode Available | 0 | 5 |
| nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation | Dec 7, 2020 | Image Segmentationscientific discovery | 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 |
| MOOSE-Chem3: Toward Experiment-Guided Hypothesis Ranking via Simulated Experimental Feedback | May 23, 2025 | scientific discovery | CodeCode Available | 0 | 5 |
| MolXPT: Wrapping Molecules with Text for Generative Pre-training | May 18, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Automated Design of Deep Learning Methods for Biomedical Image Segmentation | Apr 17, 2019 | Deep LearningImage Segmentation | CodeCode Available | 0 | 5 |
| BiomedSQL: Text-to-SQL for Scientific Reasoning on Biomedical Knowledge Bases | May 23, 2025 | Causal Inferencescientific discovery | CodeCode Available | 0 | 5 |
| AiSciVision: A Framework for Specializing Large Multimodal Models in Scientific Image Classification | Oct 28, 2024 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| μ-Bench: A Vision-Language Benchmark for Microscopy Understanding | Jul 1, 2024 | Cell DetectionClassification | CodeCode Available | 0 | 5 |
| Pruning neural network models for gene regulatory dynamics using data and domain knowledge | Mar 5, 2024 | General KnowledgeNetwork Pruning | 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 |
| Learning to discover: expressive Gaussian mixture models for multi-dimensional simulation and parameter inference in the physical sciences | Aug 25, 2021 | scientific 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 |
| Leveraging large language models for nano synthesis mechanism explanation: solid foundations or mere conjectures? | Jul 12, 2024 | Logical ReasoningMultiple-choice | CodeCode Available | 0 | 5 |
| Automatic Discovery and Description of Human Planning Strategies | Sep 29, 2021 | Imitation LearningIngenuity | CodeCode Available | 0 | 5 |
| Automated Gadget Discovery in Science | Dec 24, 2022 | ClusteringReinforcement Learning (RL) | 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 |
| Interpretable Scientific Discovery with Symbolic Regression: A Review | Nov 20, 2022 | Model Discoveryregression | CodeCode Available | 0 | 5 |
| Interpretable models for extrapolation in scientific machine learning | Dec 16, 2022 | scientific discovery | CodeCode Available | 0 | 5 |
| Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery | Dec 10, 2019 | Explainable Modelsregression | CodeCode Available | 0 | 5 |
| InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical Data | May 18, 2025 | Knowledge Graphsscientific discovery | CodeCode Available | 0 | 5 |
| Hypothesizing Missing Causal Variables with LLMs | Sep 4, 2024 | Experimental DesignNavigate | CodeCode Available | 0 | 5 |
| IdeaBench: Benchmarking Large Language Models for Research Idea Generation | Oct 31, 2024 | Benchmarkingscientific discovery | CodeCode Available | 0 | 5 |