Pierre Gentine

Sep 22, 2024 | msn.com | Pierre Gentine

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Sep 22, 2024 | phys.org | Pierre Gentine

Last year was the hottest on record. Around the world, we are witnessing more extreme events—from massive forest fires to floods to "hot tub'" ocean temperatures—with devastating consequences for human life and our planet's biodiversity. The economic costs are already tremendously high.

Jul 11, 2023 | nature.com | Chaopeng Shen |Alison P. Appling |Pierre Gentine |Alexandre M. Tartakovsky |Xiaofeng Liu |Dapeng Feng | +5 more

AbstractProcess-based modelling offers interpretability and physical consistency in many domains of geosciences but struggles to leverage large datasets efficiently. Machine-learning methods, especially deep networks, have strong predictive skills yet are unable to answer specific scientific questions.

Jul 11, 2023 | nature.com | Pierre Gentine

AbstractWe provide a global, long-term carbon flux dataset of gross primary production and ecosystem respiration generated using meta-learning, called MetaFlux. The idea behind meta-learning stems from the need to learn efficiently given sparse data by learning how to learn broad features across tasks to better infer other poorly sampled ones.