The Equilibrium Response of Atmospheric Machine-Learning Models to Uniform Sea Surface Temperature Warming

arXiv:2510.02415 · physics.ao-ph, cs.LG · Submitted 2025-10-02 · Read on arXiv

physics.ao-ph, cs.LG

Submitted: 2025-10-02

Updated: 2026-06-04

Terminology

• Benchmark — 1× in this paper · explained in 2 episodes
• Generalization — 1× in this paper · explained in 13 episodes

Related papers

• NORi: An ML-Augmented Ocean Boundary Layer Parameterization
• A Checklist to assess the energy and carbon impacts of ML/AI applications in Earth System Modeling
• On the Predictive Skill of Artificial Intelligence-based Weather Models for Extreme Events using Uncertainty Quantification
• A Mechanism-Coupled Split Window Network for Medium- to High-Resolution Land Surface Temperature Retrieval
• Composable multi-satellite precipitation estimation for evolving observing systems
• Towards accurate extreme event likelihoods from diffusion model climate emulators