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Soukayna Mouatadid

2 accepted papers

2023

SubseasonalClimateUSA: A Dataset for Subseasonal Forecasting and Benchmarking

NeurIPS 2023poster

Subseasonal forecasting of the weather two to six weeks in advance is critical for resource allocation and advance disaster notice but poses many challenges for the forecasting community. At this forecast horizon, physics-based dynamical models have limited skill, and the targets for prediction depe…

2021

Online Learning with Optimism and Delay

ICML 2021spotlight

Inspired by the demands of real-time climate and weather forecasting, we develop optimistic online learning algorithms that require no parameter tuning and have optimal regret guarantees under delayed feedback. Our algorithms—DORM, DORM+, and AdaHedgeD—arise from a novel reduction of delayed online…