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Pushing the frontiers in climate modelling and analysis with machine learning

Veronika Eyring, William D. Collins, Pierre Gentine, Elizabeth A. Barnes, Marcelo Barreiro, Tom Beucler, Marc Bocquet, Christopher S. Bretherton, Hannah M. Christensen, Katherine Dagon,

Nature Climate Change · 2024 · 134 citations · 74 references

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Overview of the Coupled Model Intercomparison Project Phase 6 (CMIP6) experimental design and organization

Veronika Eyring, Sandrine Bony, Gerald A. Meehl et al. · Geoscientific model development · 2016 · 12K citations · Full text

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Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead

Cynthia Rudin · Nature Machine Intelligence · 2019 · 9K citations · Full text

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What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?

Alex Kendall, Yarin Gal · arXiv (Cornell University) · 2017 · 2.5K citations · Full text

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Fast Kd-Trees for the Kullback-Leibler Divergence and Other Decomposable Bregman Divergences

UvA-DARE (University of Amsterdam) · 2025 · 2.2K citations · Full text

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Global Carbon Budget 2023

Pierre Friedlingstein, Michael O’Sullivan, Matthew W. Jones et al. · Earth system science data · 2023 · 1.4K citations · Full text

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