3

Sampling sea state using a diffusion model
Sea state prediction is essential for operational maritime applications and coupled earth system modeling, yet current spectral wave …
PDF Cite DOI
Agents' Last Exam
Recent AI systems have achieved strong results on a wide range of benchmarks, yet these gains have not translated into economically …
PDF Cite DOI
Samudra 2: Scaling Ocean Emulators across Resolutions
Ocean general circulation models (OGCMs) are essential to climate science but computationally expensive, limiting ensemble size and …
PDF Cite DOI
Impact of Data-Driven Eddy Parameterization on Climate State in an Idealized Coupled CESM Model
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis posuere tellus ac convallis placerat. Proin tincidunt magna sed ex sollicitudin condimentum.
PDF Cite DOI
Towards Infinitely Long Neural Simulations: Self-Refining Neural Surrogate Models for Dynamical Systems
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis posuere tellus ac convallis placerat. Proin tincidunt magna sed ex sollicitudin condimentum.
PDF Cite DOI
Physics and causally constrained discrete-time neural models of turbulent dynamical systems
We present a framework for constructing physics and causally constrained neural models of turbulent dynamical systems from data. We …
PDF Cite DOI
Estimation of temperature and precipitation uncertainties using quantile neural networks
Extreme events pose significant risks and are challenging to predict. Assessing climate hazards requires placing quantitative …
PDF Cite DOI
Accelerating scientific discovery with the common task framework
Machine learning (ML) and artificial intelligence (AI) algorithms are transforming and empowering the characterization and control of …
PDF Cite DOI
Towards a Unified Data-Driven Boundary Layer Momentum Flux Parameterization for Ocean and Atmosphere
PDF Cite DOI
A framework for hybrid physics-AI coupled ocean models
Climate simulations, at all grid resolutions, rely on approximations that encapsulate the forcing due to unresolved processes on …
PDF Cite DOI