Showing 1–20 of 47 results
/ Date/ Name
Mar 24, 2024Knowledge-guided Machine Learning: Current Trends and Future ProspectsNov 13, 2017Spatio-Temporal Data Mining: A Survey of Problems and MethodsNov 13, 2017Machine Learning for the Geosciences: Challenges and OpportunitiesOct 31, 2017Physics-guided Neural Networks (PGNN): An Application in Lake Temperature ModelingDec 27, 2016Theory-guided Data Science: A New Paradigm for Scientific Discovery from DataApr 9, 2021A Data-Driven Approach to Full-Field Damage and Failure Pattern Prediction in Microstructure-Dependent Composites using Deep LearningNov 16, 2021Adjoint-Matching Neural Network Surrogates for Fast 4D-Var Data AssimilationJun 3, 2019A Fast-Optimal Guaranteed Algorithm For Learning Sub-Interval Relationships in Time SeriesSep 26, 2023Neuro-Visualizer: An Auto-encoder-based Loss Landscape Visualization MethodDec 19, 2017Discovery of Shifting Patterns in Sequence ClassificationNov 15, 2017ORBIT: Ordering Based Information Transfer Across Space and Time for Global Surface Water MonitoringJul 10, 2024Fish-Vista: A Multi-Purpose Dataset for Understanding & Identification of Traits from ImagesFeb 18, 2025Investigating a Model-Agnostic and Imputation-Free Approach for Irregularly-Sampled Multivariate Time-Series ModelingMar 25, 2026VILLA: Versatile Information Retrieval From Scientific Literature Using Large LAnguage ModelsJul 2, 2020Maximizing Cohesion and Separation in Graph Representation Learning: A Distance-aware Negative Sampling ApproachJul 31, 2024Hierarchical Conditioning of Diffusion Models Using Tree-of-Life for Studying Species EvolutionNov 2, 2022Multi-task Learning for Source Attribution and Field Reconstruction for Methane MonitoringOct 13, 2023MEMTRACK: A Deep Learning-Based Approach to Microrobot Tracking in Dense and Low-Contrast EnvironmentsFeb 24, 2025Physics-guided hierarchical neural networks for Maxwell's equations in plasmonic metamaterialsJun 2, 2025TaxaDiffusion: Progressively Trained Diffusion Model for Fine-Grained Species Generation