Cover Image

Data-driven Seasonal Climate Predictions via Variational Inference and Transformers

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Palma, Lluís, Peraza, Alejandro, Civantos, David, Duarte, Amanda, Materia, Stefano, Muñoz, Ángel G., Peña-Izquierdo, Jesús, Romero, Laia, Soret, Albert, Donat, Markus G.
Format:	Preprint
Published:	2025
Subjects:	Atmospheric and Oceanic Physics Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

The Rise of AI in Weather and Climate Information and its Impact on Global Inequality
by: Mozaffari, Amirpasha, et al.
Published: (2026)

DeepSeasons: a Deep Learning scale-selecting approach to Seasonal Forecasts
by: Navarra, A., et al.
Published: (2025)

Identifying high resolution benchmark data needs and Novel data-driven methodologies for Climate Downscaling
by: Curran, Declan, et al.
Published: (2024)

Near-surface Extreme Wind Events and Their Responses to Climate Forcings in a Hierarchy of Global Climate Models
by: Zhang, G., et al.
Published: (2026)

Learning from Translation: Seasonal Errors and Feature Importance of the ERA5 Turbulence Predictions
by: Tolentino, Arial, et al.
Published: (2026)

Seasonal Changes -- Time for Paradigm Shift
by: Lalic, Branislava, et al.
Published: (2025)

SOON: Symmetric Orthogonal Operator Network for Global Subseasonal-to-Seasonal Climate Forecasting
by: Zhou, Ziyu, et al.
Published: (2026)

Bayesian Inference for Stochastic Predictions of Non-Gaussian Systems with Applications in Climate Change
by: Tong, Yunjin
Published: (2024)

Leveraging Climate Services to Build Climate Resilient Power Systems
by: Dubus, Laurent, et al.
Published: (2026)

Prediction and Predictability of the Wet-Season Rainfall over Southeast India
by: S, Harini, et al.
Published: (2026)

Livestock, Methane and Climate
by: Alexander, D., et al.
Published: (2026)

Seasonal forecasting using the GenCast probabilistic machine learning model
by: Antonio, Bobby, et al.
Published: (2025)

Advancing Seasonal Prediction of Tropical Cyclone Activity with a Hybrid AI-Physics Climate Model
by: Zhang, Gan, et al.
Published: (2025)

Building Ocean Climate Emulators
by: Subel, Adam, et al.
Published: (2024)

Rapid Climate Model Downscaling to Assess Risk of Extreme Rainfall in Bangladesh in a Warming Climate
by: Saha, Anamitra, et al.
Published: (2024)

Extending SST Anomaly Forecasts Through Simultaneous Decomposition of Seasonal and PDO Modes
by: Kallummal, Rameshan
Published: (2026)

Climate Downscaling with Stochastic Interpolants (CDSI)
by: Larsson, Erik, et al.
Published: (2026)

Hydrologic Cycle Weakening in Hothouse Climates
by: Liu, Jiachen, et al.
Published: (2024)

Probabilistic Seasonal Streamflow Forecasting Across California's Sierra Nevada Watersheds with Agentic AI
by: Lopez-Gomez, Ignacio, et al.
Published: (2026)

Rotational Flow Dominates Abrupt Seasonal Change in Zonally Asymmetric Tropical Meridional Circulation
by: Yao, Wuqiushi, et al.
Published: (2025)

Seasonal Variability of Snow Cover and Impact on Albedo and Thermal Properties in the Antarctic Marginal Ice Zone
by: Tersigni, Ippolita, et al.
Published: (2025)

DUNE: A Machine Learning Deep UNet++ based Ensemble Approach to Monthly, Seasonal and Annual Climate Forecasting
by: Shukla, Pratik, et al.
Published: (2024)

Origin and Limits of Invariant Warming Patterns in Climate Models
by: Giani, Paolo, et al.
Published: (2024)

Predictability of Storms in an Idealized Climate Revealed by Machine Learning
by: Yao, Wuqiushi, et al.
Published: (2025)

Climate network and complexity based ENSO forecast for 2026
by: Ludescher, Josef, et al.
Published: (2026)

Epistemic and Aleatoric Uncertainty Quantification in Weather and Climate Models
by: Mansfield, Laura A., et al.
Published: (2025)

The Reality of Climate Change: Evidence, Impacts and Engineering Solutions
by: Lu, Sihua
Published: (2024)

Climate impacts of forced equatorial superrotation in an idealized GCM
by: Marino, Tim, et al.
Published: (2025)

Confronting Contemporary Seasonality Changes in East Asian Tropical Cyclone Landfalls with a Multi-Century Historical Baseline
by: Zhang, Gan, et al.
Published: (2025)

Satellite-Based Seasonal Fingerprinting of Methane Emissions from Canadian Dairy Farms Using Sentinel-5P
by: Prajesh, Padmanabhan Jagannathan, et al.
Published: (2025)

The rise of data-driven weather forecasting
by: Ben-Bouallegue, Zied, et al.
Published: (2023)

Climatic Phase Transitions Unravel the Onset and Withdrawal of Indian Monsoon
by: Patil, Yogenraj, et al.
Published: (2025)

Weather Jiu-Jitsu: Climate Adaptation for the 21st Century
by: Huang, Qin, et al.
Published: (2025)

Projecting Hurricane Risk in Atlantic Canada under Climate Change
by: Naeini, Saeed Saviz, et al.
Published: (2025)

Multiscale Dynamics of Heatwave Persistence and Intensity Under Climate Change
by: Ferdous, Md Tasim, et al.
Published: (2026)

Climate Downscaling of Tropical Cyclone Intensity using Deep Learning
by: Luong, Minh-Khanh, et al.
Published: (2025)

Quantifying the Influence of Climate on Storm Activity Using Machine Learning
by: Hadas, Or, et al.
Published: (2025)

Organization of Historical Oceanic Overturnings on Cross-Sphere Climate Signals
by: Jiang, Yingjing, et al.
Published: (2025)

Towards a Climate OSSE Framework for Satellite Mission Design
by: Fridlind, Ann M., et al.
Published: (2025)

Learning Climate Sensitivity from Future Observations, Fast and Slow
by: Bauer, Adam Michael, et al.
Published: (2025)