| 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 |
