selected publications
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journal article
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Controllable Probabilistic Forecasting with Stochastic Decomposition Layers
2025
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Improving AI Weather Prediction Models Using Global Mass and Energy Conservation Schemes.
Journal of Advances in Modeling Earth Systems.
2025
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Expanding the Limits of Explainable AI Tools in Generating Physical Insights
2025
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Investigating the Use of Terrain-Following Coordinates in AI-Driven Precipitation Forecasts.
Geophysical Research Letters.
2025
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Implementation and validation of a supermodeling framework into Community Earth System Model version 2.1.5.
Geoscientific Model Development.
5451-5465.
2025
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Community Research Earth Digital Intelligence Twin: a scalable framework for AI-driven Earth System Modeling.
npj Climate and Atmospheric Science.
2025
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CAMulator: Fast Emulation of the Community Atmosphere Model
2025
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Improving Climate Bias and Variability via CNN-Based State-Dependent Model-Error Corrections.
Geophysical Research Letters.
2025
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Colitis Cystica Profunda: A Rare Cause of Rectal Bleeding..
American Journal of Gastroenterology.
20.
2025
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Increasing the Reproducibility and Replicability of Supervised AI/ML in the Earth Systems Science by Leveraging Social Science Methods.
Earth and Space Science.
2024
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Exploring the Relative Importance of the MJO and ENSO to North Pacific Subseasonal Predictability.
Geophysical Research Letters.
2024
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Deterministic and stochastic tendency adjustments derived from data assimilation and nudging.
Quarterly Journal of the Royal Meteorological Society.
1420-1446.
2024
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Increase in MJO predictability under global warming.
Nature Climate Change.
2024
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Supermodeling Improving Predictions with an Ensemble of Interacting Models.
Bulletin of The American Meteorological Society - (BAMS).
E1670-E1686.
2023
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Deep Learning Forecast Uncertainty for Precipitation over the Western United States.
Monthly Weather Review.
1367-1385.
2023
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Using Deep Learning for an Analysis of Atmospheric Rivers in a High-Resolution Large Ensemble Climate Data Set.
Journal of Advances in Modeling Earth Systems.
2023
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Probabilistic Predictions from Deterministic Atmospheric River Forecasts with Deep Learning.
Monthly Weather Review.
215-234.
2022
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Monthly Modulations of ENSO Teleconnections: Implications for Potential Predictability in North America.
Journal of Climate.
5899-5921.
2021
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Assessing Rectal Cancer Treatment Response Using Coregistered Endorectal Photoacoustic and US Imaging Paired with Deep Learning..
Radiology.
349-358.
2021
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Towards implementing artificial intelligence post-processing in weather and climate: proposed actions from the Oxford 2019 workshop.
Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.
2021
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Clinical Calculator Based on Molecular and Clinicopathologic Characteristics Predicts Recurrence Following Resection of Stage I-III Colon Cancer..
Journal of Clinical Oncology.
911-919.
2021
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ClimateNet: an expert-labeled open dataset and deep learning architecture for enabling high-precision analyses of extreme weather.
Geoscientific Model Development.
107-124.
2021
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Direct and Indirect Effects-An Information Theoretic Perspective..
Entropy.
2020
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Improving Atmospheric River Forecasts With Machine Learning.
Geophysical Research Letters.
10627-10635.
2019
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The Angular Spectrum of the Scattering Coefficient Map Reveals Subsurface Colorectal Cancer..
Scientific Reports.
2998.
2019
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Roll-to-roll nanoimprint lithography of ultrafiltration membrane.
Journal of Applied Polymer Science.
2018
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Controllable Probabilistic Forecasting with Stochastic Decomposition Layers
2025