Publications

(2025). Flow Matching for Efficient and Scalable Data Assimilation. arXiv.
(2025). Learning Enhanced Ensemble Filters. arXiv.
(2024). GLL: A Differentiable Graph Learning Layer for Neural Networks. arXiv.
(2024). The CommUnity near-Surface Permafrost (CUSP) dataset a global compilation of permafrost observations and related properties to support AI/ML model development. AGU Fall Meeting Abstracts.
(2024). Narrative Analysis of True Crime Podcasts With Knowledge Graph-Augmented Large Language Models. Proceedings of ACM Conference (GTA3 Workshop at the 33rd ACM International Conference on Information and Knowledge Management, 2024).
(2024). Batch Active Learning for Multispectral and Hyperspectral Image Segmentation Using Similarity Graphs. Communications on Applied Mathematics and Computation.
(2023). AutoKG: Efficient Automated Knowledge Graph Generation for Language Models. 2023 IEEE International Conference on Big Data (BigData).
(2023). Material Identification in Complex Environments: Neural Network Approaches to Hyperspectral Image Analysis. 2023 13th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS).
(2023). Graph-Based Active Learning for Nearly Blind Hyperspectral Unmixing. IEEE Transactions on Geoscience and Remote Sensing.