Machine learning derived sub-seasonal to seasonal extremesDaniel Salles CivitareseBianca Zadrozny2023NeurIPS 2023
On Metric Analysis for Deep Weather GeneratorsMaysa Malfiza Garcia de MacedoDaniela Szwarcmanet al.2023AAAI 2023
Direct Sampling for extreme weather generationJorge Luis Guevara DiazBianca Zadroznyet al.2022NeurIPS 2022
Extreme Precipitation Seasonal Forecast Using a Transformer Neural NetworkDaniel Salles CivitareseDaniela Szwarcmanet al.2021ICML 2021
Improving extreme weather generation and spatial variability of weather generators based on resampling using the Direct Sampling algorithmJorge Luis Guevara DiazMaria Julia De Castro Villafranca Garciaet al.2022AGU Fall 2022
Hierarchical Weather Generators: A Comparison of Different Design Structures on Precipitation Simulation PerformanceChinedum EluwaCampbell Watsonet al.2022AGU Fall 2022
Quantizing Reconstruction Losses for Improving Weather Data SynthesisDaniela SzwarcmanJorge Luis Guevara Diazet al.2024Nature Scientific Reports
A comparative study of stochastic and deep generative models for multisite precipitation synthesisBianca ZadroznyDario Augusto Borges Oliveiraet al.2021ICML 2021
Controlling Weather Field Synthesis Using Variational AutoencodersDario Augusto Borges OliveiraJorge Luis Guevara Diazet al.2021ICML 2021