Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting
Njord is a probabilistic model for ocean forecasting that uses deep latent variables and graph neural networks to generate ensemble forecasts with uncertainty estimates for global and regional oceans. It scales by adapting graph structures to irregular coastlines, achieving strong performance on benchmarks like OceanBench while providing calibrated uncertainty crucial for operational decision-making.