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02/07/2023
Climate Intervention Analysis using AI Model Guided by Statistical Physics Principles
The availability of training data remains a significant obstacle for the...
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02/03/2023
Accelerating exploration of Marine Cloud Brightening impacts on tipping points Using an AI Implementation of Fluctuation-Dissipation Theorem
Marine cloud brightening (MCB) is a proposed climate intervention techno...
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11/29/2021
ClimART: A Benchmark Dataset for Emulating Atmospheric Radiative Transfer in Weather and Climate Models
Numerical simulations of Earth's weather and climate require substantial...
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07/05/2021
End-to-End Weak Supervision
Aggregating multiple sources of weak supervision (WS) can ease the data-...
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06/18/2021
Dependency Structure Misspecification in Multi-Source Weak Supervision Models
Data programming (DP) has proven to be an attractive alternative to cost...
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04/11/2021
The World as a Graph: Improving El Niño Forecasts with Graph Neural Networks
Deep learning-based models have recently outperformed state-of-the-art s...
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12/02/2020