|
Rocha, M. L., Lynch, A. H., Bergen, K. J.
"Enhancing Sea Ice Concentration Resolution in a Northern Sea Route Strait Using a Generative Adversarial Network." Journal of Geophysical Research: Machine Learning and Computation, vol. 2, no. 1, 2025.
|
|
Van Katwyk, Peter, Fox-Kemper, Baylor, Nowicki, Sophie, Seroussi, Hélène, Bergen, Karianne J.
"ISEFlow v1.0: A Flow-Based Neural Network Emulator for Improved Sea Level Projections and Uncertainty Quantification." [], 2025.
|
|
Hilarie Sit, Brendan Keith, and Karianne J. Bergen.
"Improving Explainability of Softmax Classifiers Using a Prototype-Based Joint Embedding Method." International Joint Conference on Artificial Intelligence (IJCAI) Workshop on Explainable Artificial Intelligence, 2024.
|
|
Anushka Narayanan and Karianne J. Bergen.
"Prototype-based Methods in Explainable AI and Emerging Opportunities in the Geosciences." International Conference on Machine Learning (ICML) Workshop on AI for Science: Scaling in AI for Scientific Discovery, 2024.
|
|
Van Katwyk, Peter, Fox‐Kemper, Baylor, Seroussi, Hélène, Nowicki, Sophie, Bergen, Karianne J.
"A Variational LSTM Emulator of Sea Level Contribution From the Antarctic Ice Sheet." Journal of Advances in Modeling Earth Systems, vol. 15, no. 12, 2023.
|
|
Wang, Hanchen, Fu, Tianfan, Du, Yuanqi, Gao, Wenhao, Huang, Kexin, Liu, Ziming, Chandak, Payal, Liu, Shengchao, Van Katwyk, Peter, Deac, Andreea, Anandkumar, Anima, Bergen, Karianne, Gomes, Carla P., Ho, Shirley, Kohli, Pushmeet, Lasenby, Joan, Leskovec, Jure, Liu, Tie-Yan, Manrai, Arjun, Marks, Debora, Ramsundar, Bharath, Song, Le, Sun, Jimeng, Tang, Jian, Veličković, Petar, Welling, Max, Zhang, Linfeng, Coley, Connor W., Bengio, Yoshua, Zitnik, Marinka.
"Scientific discovery in the age of artificial intelligence." Nature, vol. 620, no. 7972, 2023, pp. 47-60.
|
|
Arrowsmith, S. J., Trugman, D. T., MacCarthy, J., Bergen, K. J., Lumley, D., Magnani, M. B.
"Big Data Seismology." Reviews of Geophysics, vol. 60, no. 2, 2022.
|
|
Bergen, Karianne J., Johnson, Paul A., de Hoop, Maarten V., Beroza, Gregory C.
"Machine learning for data-driven discovery in solid Earth geoscience." Science, vol. 363, no. 6433, 2019, pp. eaau0323.
|
|
Yoon, Clara E., Bergen, Karianne J., Rong, Kexin, Elezabi, Hashem, Ellsworth, William L., Beroza, Gregory C., Bailis, Peter, Levis, Philip.
"Unsupervised Large‐Scale Search for Similar Earthquake Signals." Bulletin of the Seismological Society of America, vol. 109, no. 4, 2019, pp. 1451-1468.
|
|
Bergen, Karianne J, Beroza, Gregory C.
"Detecting earthquakes over a seismic network using single-station similarity measures." Geophysical Journal International, vol. 213, no. 3, 2018, pp. 1984-1998.
|
|
Bergen, Karianne J., Beroza, Gregory C.
"Earthquake Fingerprints: Extracting Waveform Features for Similarity-Based Earthquake Detection." Pure and Applied Geophysics, vol. 176, no. 3, 2018, pp. 1037-1059.
|
|
Rong, Kexin, Yoon, Clara E., Bergen, Karianne J., Elezabi, Hashem, Bailis, Peter, Levis, Philip, Beroza, Gregory C.
"Locality-sensitive hashing for earthquake detection." Proceedings of the VLDB Endowment, vol. 11, no. 11, 2018, pp. 1674-1687.
|
|
Bergen, Karianne, Yoon, Clara, Beroza, Gregory C.
"Scalable Similarity Search in Seismology: A New Approach to Large-Scale Earthquake Detection." Similarity Search and Applications, 2016, pp. 301-308.
|
|
Yoon, Clara E., O’Reilly, Ossian, Bergen, Karianne J., Beroza, Gregory C.
"Earthquake detection through computationally efficient similarity search." Science Advances, vol. 1, no. 11, 2015, pp. e1501057.
|
|
Braun, Jerome J., Bergen, Karianne, Dasey, Timothy J.
"Inner rehearsal modeling for cognitive robotics." SPIE Proceedings, vol. 8064, 2011, pp. 80640A.
|
|
Braun, Jerome J., Hess, Austin, Glina, Yan, Wack, Edward C., Bergen, Karianne, Dasey, Timothy J., Mays, Robert M., Strawbridge, John.
"Approaches to information fusion with spatiotemporal aspects for standoff and other biodefense information sources." Multisensor, Multisource Information Fusion: Architectures, Algorithms, and Applications 2010, 2010.
|
|
Braun, Jerome J., Hess, Austin, Glina, Yan, Wack, Edward C., Bergen, Karianne, Dasey, Timothy J., Mays, Robert M., Strawbridge, John.
"Information fusion of standoff and other information for biodefense decision support." Chemical, Biological, Radiological, Nuclear, and Explosives (CBRNE) Sensing XI, 2010.
|
