| 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 |
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| 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 |