| Graphine: A Dataset for Graph-aware Terminology Definition Generation | Sep 9, 2021 | Graph Neural NetworkGraph Representation Learning | CodeCode Available | 0 |
| AI Descartes: Combining Data and Theory for Derivable Scientific Discovery | Sep 3, 2021 | Automated Theorem ProvingBIG-bench Machine Learning | CodeCode Available | 1 |
| 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 |
| Beyond Predictions in Neural ODEs: Identification and Interventions | Jun 23, 2021 | scientific discoveryTime Series | —Unverified | 0 |
| Neural Symbolic Regression that Scales | Jun 11, 2021 | regressionscientific discovery | CodeCode Available | 1 |
| Leveraging Pre-Images to Discover Nonlinear Relationships in Multivariate Environments | Jun 1, 2021 | Causal Discoveryscientific discovery | —Unverified | 0 |
| Data-driven discovery of Green's functions with human-understandable deep learning | May 1, 2021 | scientific discovery | CodeCode Available | 1 |
| Bayesian subset selection and variable importance for interpretable prediction and classification | Apr 20, 2021 | Data CompressionGeneral Classification | —Unverified | 0 |
| DARCNN: Domain Adaptive Region-based Convolutional Neural Network forUnsupervised Instance Segmentation in Biomedical Images | Apr 3, 2021 | Instance SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| DARCNN: Domain Adaptive Region-based Convolutional Neural Network for Unsupervised Instance Segmentation in Biomedical Images | Apr 3, 2021 | Domain AdaptationInstance Segmentation | CodeCode Available | 0 |
| ACRE: Abstract Causal REasoning Beyond Covariation | Mar 26, 2021 | BlockingCausal Discovery | —Unverified | 0 |
| Toward Building Science Discovery Machines | Mar 24, 2021 | scientific discovery | —Unverified | 0 |
| Differentiable Learning Under Triage | Mar 16, 2021 | scientific discovery | CodeCode Available | 0 |
| Gemini: Dynamic Bias Correction for Autonomous Experimentation and Molecular Simulation | Mar 5, 2021 | Bayesian Optimizationregression | CodeCode Available | 1 |
| Symbolic regression for scientific discovery: an application to wind speed forecasting | Feb 21, 2021 | Feature Engineeringregression | CodeCode Available | 1 |
| Autonomous synthesis of metastable materials | Jan 19, 2021 | Active LearningEfficient Exploration | —Unverified | 0 |
| nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation | Dec 7, 2020 | Image Segmentationscientific discovery | —Unverified | 0 |
| A Use of Even Activation Functions in Neural Networks | Nov 23, 2020 | scientific discovery | —Unverified | 0 |
| Deep Denoising For Scientific Discovery: A Case Study In Electron Microscopy | Oct 24, 2020 | Denoisingscientific discovery | CodeCode Available | 1 |
| Olympus: a benchmarking framework for noisy optimization and experiment planning | Oct 8, 2020 | BenchmarkingProbabilistic Deep Learning | CodeCode Available | 1 |
| Advancing the Scientific Frontier with Increasingly Autonomous Systems | Sep 15, 2020 | scientific discovery | —Unverified | 0 |
| Using Deep Networks for Scientific Discovery in Physiological Signals | Aug 25, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Scientific Discovery by Generating Counterfactuals using Image Translation | Jul 10, 2020 | scientific discoveryTranslation | CodeCode Available | 0 |
| Active Measure Reinforcement Learning for Observation Cost Minimization | May 26, 2020 | Decision MakingQ-Learning | —Unverified | 0 |
| Renormalized Mutual Information for Artificial Scientific Discovery | May 4, 2020 | Dimensionality Reductionscientific discovery | CodeCode Available | 1 |
| Learning to Complement Humans | May 1, 2020 | BIG-bench Machine LearningDiagnostic | —Unverified | 0 |
| Reinforcement Learning in a Physics-Inspired Semi-Markov Environment | Apr 15, 2020 | reinforcement-learningReinforcement Learning | CodeCode Available | 0 |
| Causal Relational Learning | Apr 7, 2020 | Causal InferenceDecision Making | —Unverified | 0 |
| A Survey of Deep Learning for Scientific Discovery | Mar 26, 2020 | Deep Learningscientific discovery | —Unverified | 0 |
| Adversarial Examples and the Deeper Riddle of Induction: The Need for a Theory of Artifacts in Deep Learning | Mar 20, 2020 | Philosophyscientific discovery | —Unverified | 0 |
| Transformation Importance with Applications to Cosmology | Mar 4, 2020 | parameter estimationscientific discovery | CodeCode Available | 0 |
| A Novel Kuhnian Ontology for Epistemic Classification of STM Scholarly Articles | Feb 10, 2020 | ArticlesGeneral Classification | —Unverified | 0 |
| Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles | Jan 28, 2020 | BIG-bench Machine LearningComputational chemistry | —Unverified | 0 |
| Building high accuracy emulators for scientific simulations with deep neural architecture search | Jan 17, 2020 | Neural Architecture Searchscientific discovery | —Unverified | 0 |
| Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery | Dec 10, 2019 | Explainable Modelsregression | CodeCode Available | 0 |
| Enabling real-time multi-messenger astrophysics discoveries with deep learning | Nov 26, 2019 | BIG-bench Machine LearningDeep Learning | —Unverified | 0 |
| Algorithms and Statistical Models for Scientific Discovery in the Petabyte Era | Nov 5, 2019 | Astronomyscientific discovery | —Unverified | 0 |
| Deep Reasoning Networks: Thinking Fast and Slow, for Pattern De-mixing | Sep 25, 2019 | scientific discovery | —Unverified | 0 |
| How Data Scientists Work Together With Domain Experts in Scientific Collaborations: To Find The Right Answer Or To Ask The Right Question? | Sep 8, 2019 | scientific discovery | —Unverified | 0 |
| Deep Reasoning Networks: Thinking Fast and Slow | Jun 3, 2019 | Decoderscientific discovery | —Unverified | 0 |
| Automated Design of Deep Learning Methods for Biomedical Image Segmentation | Apr 17, 2019 | Deep LearningImage Segmentation | CodeCode Available | 0 |
| Artificial Intelligence for Pediatric Ophthalmology | Apr 6, 2019 | BIG-bench Machine LearningImage Generation | —Unverified | 0 |
| Learning Good Representation via Continuous Attention | Mar 29, 2019 | ObjectObject Recognition | —Unverified | 0 |
| Deep Learning for Multi-Messenger Astrophysics: A Gateway for Discovery in the Big Data Era | Feb 1, 2019 | AstronomyManagement | —Unverified | 0 |
| Adaptive Exact Learning of Decision Trees from Membership Queries | Jan 23, 2019 | scientific discovery | —Unverified | 0 |
| Efficient nonmyopic batch active search | Dec 1, 2018 | DiversityDrug Discovery | —Unverified | 0 |
| Efficient nonmyopic active search with applications in drug and materials discovery | Nov 21, 2018 | Drug Discoveryscientific discovery | —Unverified | 0 |
| Physics Guided Recurrent Neural Networks For Modeling Dynamical Systems: Application to Monitoring Water Temperature And Quality In Lakes | Oct 5, 2018 | scientific discovery | —Unverified | 0 |
| Discovering physical concepts with neural networks | Jul 26, 2018 | Representation Learningscientific discovery | CodeCode Available | 0 |
| Scientific Discovery as Link Prediction in Influence and Citation Graphs | Jun 1, 2018 | Link PredictionReading Comprehension | —Unverified | 0 |