4 papers
Agents and Tokens: Multi-Agent Autonomous Reasoning over a Hydrodynamic Token Store
Jinpai Zhao, Albert Cerrone, Joannes Westerink +1
Large language models and the agents built on them are the most capable reasoning machines ever built, and science is beginning to put them to work. Atmospheric and oceanic science…
HyCOP: Hybrid Composition Operators for Interpretable Learning of PDEs
Jinpai Zhao, Nishant Panda, Yen Ting Lin +3
We introduce HyCOP, a modular framework that learns parametric PDE solution operators by composing simple modules (advection, diffusion, learned closures, boundary handling) in a q…
Global Location-Invariant Peak Storm Surge Prediction
Benjamin Pachev, Prateek Arora, Jinpai Zhao +1
Storm surge is a significant threat to coastal communities across the globe, responsible for loss of life and enormous property damage. Consequently, significant efforts have been…
Storm Surge in Color: RGB-Encoded Physics-Aware Deep Learning for Storm Surge Forecasting
Jinpai Zhao, Albert Cerrone, Eirik Valseth +2
Storm surge forecasting plays a crucial role in coastal disaster preparedness, yet existing machine learning approaches often suffer from limited spatial resolution, reliance on co…