| OKRidge: Scalable Optimal k-Sparse Ridge Regression | Apr 13, 2023 | regressionscientific discovery | 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 |
| Automated Gadget Discovery in Science | Dec 24, 2022 | ClusteringReinforcement Learning (RL) | 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 |
| Dyport: Dynamic Importance-based Hypothesis Generation Benchmarking Technique | Dec 6, 2023 | BenchmarkingKnowledge Graphs | CodeCode Available | 0 | 5 |
| MolXPT: Wrapping Molecules with Text for Generative Pre-training | May 18, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Dynamical Kinds and their Discovery | Dec 15, 2016 | scientific discovery | CodeCode Available | 0 | 5 |
| DropMicroFluidAgents (DMFAs): Autonomous Droplet Microfluidic Research Framework Through Large Language Model Agents | Dec 30, 2024 | Language ModelingLanguage Modelling | 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 |
| Diverse Explanations From Data-Driven and Domain-Driven Perspectives in the Physical Sciences | Feb 1, 2024 | DiversityExplainable artificial intelligence | CodeCode Available | 0 | 5 |
| μ-Bench: A Vision-Language Benchmark for Microscopy Understanding | Jul 1, 2024 | Cell DetectionClassification | CodeCode Available | 0 | 5 |
| MOOSE-Chem3: Toward Experiment-Guided Hypothesis Ranking via Simulated Experimental Feedback | May 23, 2025 | scientific discovery | CodeCode Available | 0 | 5 |
| Discovering physical concepts with neural networks | Jul 26, 2018 | Representation Learningscientific discovery | CodeCode Available | 0 | 5 |
| Differentiable Learning Under Triage | Mar 16, 2021 | 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 |
| Detecting Localized Density Anomalies in Multivariate Data via Coin-Flip Statistics | Mar 31, 2025 | Anomaly DetectionComputational Efficiency | 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 |
| Physics-tailored machine learning reveals unexpected physics in dusty plasmas | Oct 8, 2023 | Physical Intuitionscientific 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 |
| A Survey of Deep Learning for Scientific Discovery | Mar 26, 2020 | Deep Learningscientific discovery | CodeCode Available | 0 | 5 |
| Deep Quantum Graph Dreaming: Deciphering Neural Network Insights into Quantum Experiments | Sep 13, 2023 | scientific discovery | 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 |
| 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 |
| OCSU: Optical Chemical Structure Understanding for Molecule-centric Scientific Discovery | Jan 26, 2025 | Representation Learningscientific 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 |
| InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical Data | May 18, 2025 | Knowledge Graphsscientific discovery | CodeCode Available | 0 | 5 |
| Integrating Chemistry Knowledge in Large Language Models via Prompt Engineering | Apr 22, 2024 | HallucinationPrompt Engineering | CodeCode Available | 0 | 5 |
| Hypothesizing Missing Causal Variables with LLMs | Sep 4, 2024 | Experimental DesignNavigate | CodeCode Available | 0 | 5 |
| Data-Driven Computational Imaging for Scientific Discovery | Oct 29, 2022 | Computed Tomography (CT)Object Reconstruction | CodeCode Available | 0 | 5 |
| DARCNN: Domain Adaptive Region-based Convolutional Neural Network forUnsupervised Instance Segmentation in Biomedical Images | Apr 3, 2021 | Instance SegmentationMedical Image Segmentation | 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 |
| IdeaBench: Benchmarking Large Language Models for Research Idea Generation | Oct 31, 2024 | Benchmarkingscientific discovery | CodeCode Available | 0 | 5 |
| DARCNN: Domain Adaptive Region-based Convolutional Neural Network for Unsupervised Instance Segmentation in Biomedical Images | Apr 3, 2021 | Domain AdaptationInstance Segmentation | CodeCode Available | 0 | 5 |
| Harnessing Retrieval-Augmented Generation (RAG) for Uncovering Knowledge Gaps | Dec 12, 2023 | Information RetrievalRAG | CodeCode Available | 0 | 5 |
| Graphine: A Dataset for Graph-aware Terminology Definition Generation | Sep 9, 2021 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 0 | 5 |
| How Deep Do Large Language Models Internalize Scientific Literature and Citation Practices? | Apr 3, 2025 | scientific discovery | CodeCode Available | 0 | 5 |
| Contextual Regression: An Accurate and Conveniently Interpretable Nonlinear Model for Mining Discovery from Scientific Data | Oct 30, 2017 | feature selectionNetwork Embedding | CodeCode Available | 0 | 5 |
| Geometry-Aware Generative Autoencoders for Warped Riemannian Metric Learning and Generative Modeling on Data Manifolds | Oct 16, 2024 | Metric LearningNetwork Embedding | CodeCode Available | 0 | 5 |
| From Reproduction to Replication: Evaluating Research Agents with Progressive Code Masking | Jun 24, 2025 | Code Generationscientific discovery | CodeCode Available | 0 | 5 |
| How Useful is Intermittent, Asynchronous Expert Feedback for Bayesian Optimization? | Jun 10, 2024 | Bayesian OptimizationBlocking | 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 |
| Conditional computation in neural networks: principles and research trends | Mar 12, 2024 | Mixture-of-Expertsscientific discovery | —Unverified | 0 | 0 |
| Combinatorial Scientific Discovery: Finding New Concept Combinations Beyond Link Prediction | Jan 16, 2022 | Link PredictionPrediction | —Unverified | 0 | 0 |
| Applications and Techniques for Fast Machine Learning in Science | Oct 25, 2021 | BIG-bench Machine Learningscientific discovery | —Unverified | 0 | 0 |
| CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation | Mar 20, 2025 | Articlesscientific discovery | —Unverified | 0 | 0 |
| Applications and Challenges of AI and Microscopy in Life Science Research: A Review | Jan 22, 2025 | scientific discovery | —Unverified | 0 | 0 |
| A Dynamic Framework for Semantic Grouping of Common Data Elements (CDE) Using Embeddings and Clustering | Jun 2, 2025 | Clusteringscientific discovery | —Unverified | 0 | 0 |
| A Perspective on Symbolic Machine Learning in Physical Sciences | Feb 25, 2025 | scientific discovery | —Unverified | 0 | 0 |
| Causal Structural Learning from Time Series: A Convex Optimization Approach | Jan 26, 2023 | scientific discoveryTime Series | —Unverified | 0 | 0 |