Deep Learning for Connectivity Identification in Random Subsurface Flows: A Methodological Workflow for Early Solute Arrival Time Quantification by A. Manzoni, F. P. J. deBarros, G. M. Porta, M. Riva, A. Guadagnini

“…Journal of Geophysical Research: Machine Learning and Computation…”
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Machine Learning Potential for Serpentines by Hongjin Wang, Chenxing Luo, Renata M. Wentzcovitch

“…Journal of Geophysical Research: Machine Learning and Computation…”
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Homogeneity Equation for the Effective Elastic Properties of Heterogenous Rocks Developed From Machine Learning by E. Maalouf, H. Kareem, H. Chebli

“…Journal of Geophysical Research: Machine Learning and Computation…”
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PEGSGraph: A Graph Neural Network for Fast Earthquake Characterization Based on Prompt ElastoGravity Signals by Céline Hourcade, Kévin Juhel, Quentin Bletery

“…Journal of Geophysical Research: Machine Learning and Computation…”
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Accelerating Multiphase Simulations With Denoising Diffusion Model Driven Initializations by Jaehong Chung, Agnese Marcato, Eric J. Guiltinan, Tapan Mukerji, Hari Viswanathan, Yen Ting Lin, Javier E. Santos

“…Journal of Geophysical Research: Machine Learning and Computation…”
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An AI‐Enabled Data Processing Pipeline for Ingesting Borehole Data in Peridotite Environments by John M. Aiken, Elliot Dufornet, Hamed Amiri, Lotta Ternieten, Oliver Plümper

“…Journal of Geophysical Research: Machine Learning and Computation…”
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A Novel Bayesian Geophysical Inversion Method to Address Loss Function Bias: The Iterative Normalizing Flows Model by Binbin Liao, Xiaodong Chen, Jianqiao Xu, Jiangcun Zhou, Heping Sun

“…Journal of Geophysical Research: Machine Learning and Computation…”
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Modeling Spatial Distribution of Snow Water Equivalent Using Transfer Learning Across Mountainous Basins by Lama El Halabi, Utkarsh Mital, Dipankar Dwivedi

“…Journal of Geophysical Research: Machine Learning and Computation…”
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Learned Regularizations for Multi‐Parameter Elastic Full Waveform Inversion Using Diffusion Models by Mohammad H. Taufik, Fu Wang, Tariq Alkhalifah

“…Journal of Geophysical Research: Machine Learning and Computation…”
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Evaluating Global Machine Learning Models for Tropical Cyclone Dynamics and Thermodynamics by Pankaj Lal Sahu, Sukumaran Sandeep, Hariprasad Kodamana

“…Journal of Geophysical Research: Machine Learning and Computation…”
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Forecasting Eruptions at Steamboat Geyser: Time Scales, Differentiability, and Detectability of Seismic Precursors Through Data‐Driven Methods by Alberto Ardid, Anna Barth, David Dempsey, Michael Manga, Shane J. Cronin

“…Journal of Geophysical Research: Machine Learning and Computation…”
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Rapid Bayesian Imaging of Large‐Scale Transient Electromagnetic Data Using Probabilistic Neural Networks by Jian Chen, Stefano Galli, Alessandro Signora, Nicole Anna Lidia Sullivan, Bo Zhang, Gianluca Fiandaca

“…Journal of Geophysical Research: Machine Learning and Computation…”
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Physics‐Informed Deep Learning for Forward and Inverse Modeling of Inplane Crustal Deformation by Tomohisa Okazaki, Kazuro Hirahara, Takeo Ito, Masayuki Kano, Naonori Ueda

“…Journal of Geophysical Research: Machine Learning and Computation…”
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Comparative and Interpretative Analysis of CNN and Transformer Models in Predicting Wildfire Spread Using Remote Sensing Data by Yihang Zhou, Ruige Kong, Zhengsen Xu, Linlin Xu, Sibo Cheng

“…Journal of Geophysical Research: Machine Learning and Computation…”
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Detection and Localization of Stationary Waves on Venus Using a Self‐Supervised Anomaly Detection Model by Husnu Baris Baydargil, Jose Eduardo Oliveira Silva, Yeon Joo Lee, Meeyoung Cha

“…Journal of Geophysical Research: Machine Learning and Computation…”
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One‐Fit‐All Transformer for Multimodal Geophysical Inversion: Method and Application by Yiran Jiang, Jianwei Ma, Jieyuan Ning, Jiaqi Li, Han Wu, Tiezhao Bao

“…Journal of Geophysical Research: Machine Learning and Computation…”
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Comparison of AI and NWP Models in Operational Severe Weather Forecasting: A Study on Tropical Cyclone Predictions by Yang Shi, Rong Hu, Naigeng Wu, Hualong Zhang, Xinhang Liu, Zhilin Zeng, Jing Zhu, Pucheng Han, Cong Luo, Hongyan Zhang, Jie He, Xiaoming Shi

“…Journal of Geophysical Research: Machine Learning and Computation…”
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Going Deeper With Deep Learning: Automatically Tracing Internal Reflection Horizons in Ice Sheets—Methodology and Benchmark Data Set by Hameed Moqadam, Daniel Steinhage, Adalbert Wilhelm, Olaf Eisen

“…Journal of Geophysical Research: Machine Learning and Computation…”
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Unsupervised Coherent Noise Removal From Seismological Distributed Acoustic Sensing Data by Sebastian Konietzny, Voon Hui Lai, Meghan S. Miller, John Townend, Stefan Harmeling

“…Journal of Geophysical Research: Machine Learning and Computation…”
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A Lightweight Terrain‐Constraint Model for Wind Spatial Downscaling by Anboyu Guo, Qiyang Liu, Jiuke Wang, Yuanyong Gao, Lixin Wei, Xiaojiang Song, Chi Zhang, Kai Liu, Shuping Ma, Jiu Jiang

“…Journal of Geophysical Research: Machine Learning and Computation…”
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