Showing 21–40 of 55 results
/ Date/ Name
Apr 21, 2025Fourier analysis of the physics of transfer learning for data-driven subgrid-scale models of ocean turbulenceSep 8, 2024Online learning of eddy-viscosity and backscattering closures for geophysical turbulence using ensemble Kalman inversionFeb 3, 2026Decision-oriented benchmarking to transform AI weather forecast access: Application to the Indian monsoonApr 13, 2025Semi-analytical eddy-viscosity and backscattering closures for 2D geophysical turbulenceMay 5, 2022Lagrangian PINNs: A causality-conforming solution to failure modes of physics-informed neural networksOct 19, 2024Can AI weather models predict out-of-distribution gray swan tropical cyclones?Jul 7, 2024On the importance of learning non-local dynamics for stable data-driven climate modeling: A 1D gravity wave-QBO testbedOct 31, 2025AI-boosted rare event sampling to characterize extreme weatherFeb 22, 2021Stable a posteriori LES of 2D turbulence using convolutional neural networks: Backscattering analysis and generalization to higher Re via transfer learningFeb 22, 2022FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural OperatorsMay 9, 2022Long-term stability and generalization of observationally-constrained stochastic data-driven models for geophysical turbulenceNov 27, 2023Data Imbalance, Uncertainty Quantification, and Generalization via Transfer Learning in Data-driven Parameterizations: Lessons from the Emulation of Gravity Wave Momentum Transport in WACCMAug 19, 2024Machine Learning for the Physics of ClimateJun 9, 2022Deep learning-enhanced ensemble-based data assimilation for high-dimensional nonlinear dynamical systemsSep 30, 2025Reframing Generative Models for Physical Systems using Stochastic InterpolantsMay 15, 2025Predicting Beyond Training Data via Extrapolation versus Translocation: AI Weather Models and Dubai's Unprecedented 2024 RainfallOct 31, 2025Benchmarking Regional Thermodynamic Trends in an AI emulator, ACE2, and a hybrid model, NeuralGCMApr 20, 2024Machine learning for climate physics and simulationsMar 9, 2026Designing probabilistic AI monsoon forecasts to inform agricultural decision-makingOct 6, 2025Benchmarking atmospheric circulation variability in an AI emulator, ACE2, and a hybrid model, NeuralGCM