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Julia Kaltenborn
Julia Kaltenborn
在 mail.mcgill.ca 的电子邮件经过验证 - 首页
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Climateset: A large-scale climate model dataset for machine learning
J Kaltenborn, C Lange, V Ramesh, P Brouillard, Y Gurwicz, C Nagda, ...
Advances in Neural Information Processing Systems 36, 21757-21792, 2023
62023
Automatic classification and segmentation of Snow Micro Penetrometer profiles with machine learning algorithms
J Kaltenborn, AR Macfarlane, V Clay, M Schneebeli
EGUsphere 2022, 1-30, 2022
22022
Machine Learning for Snow Stratigraphy Classification
J Kaltenborn, V Clay, AR Macfarlane, M Schneebeli
Tackling Climate Change with Machine Learning workshop at NeurIPS, 2021
22021
Automatic snow type classification of snow micropenetrometer profiles with machine learning algorithms
J Kaltenborn, AR Macfarlane, V Clay, M Schneebeli
Geoscientific Model Development 16 (15), 4521-4550, 2023
12023
Ice Lead Network Analysis
J Kaltenborn, V Ramesh, T Wright
EGU General Assembly Conference Abstracts, pp. EGU22–8945 880, 2022
12022
Snowpack Stability Prediction with Machine Learning
J Kaltenborn, T Di Pietro, D Rolnick, M Schneebeli
EGU24, 2024
2024
Towards Causal Representations of Climate Model Data
J Boussard, C Nagda, J Kaltenborn, CEE Lange, P Brouillard, Y Gurwicz, ...
arXiv preprint arXiv:2312.02858, 2023
2023
A Comparison of Machine Learning Algorithms for the Segmentation and Classification of Snow Micro Penetrometer Profiles on Arctic Sea Ice
J Kaltenborn, V Clay, AR Macfarlane, JM Lloyd King, M Schneebeli
EGU General Assembly Conference Abstracts, EGU21-15637, 2021
2021
Back to the Future-A Deep Learning Framework for Bias Correction in CMIP6 Models
M Alexandrovsky, M ben Ahmed, J Kaltenborn, J Lagemann, C Lange
2021
Causal Representation Learning in Temporal Data via Single-Parent Decoding
P Brouillard, S Lachapelle, J Kaltenborn, Y Gurwicz, D Sridhar, A Drouin, ...
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