4 papers
FESOM2-JAX v1.0: a differentiable shadow of the ocean-sea-ice model FESOM2, cast onto GPUs
Nikolay V. Koldunov, Sergey Danilov, Suvarchal Cheedela +9
We present FESOM2-JAX, a Python re-implementation of the Finite-volumE Sea ice-Ocean Model (FESOM2) in JAX. The model retains the unstructured-mesh, cell-vertex finite-volume formu…
CMIP-Forge: An Agentic System that Retrieves, Computes, and Self-Reviews Climate Science
Dmitrii Pantiukhin, Boris Shapkin, Ivan Kuznetsov +2
The Coupled Model Intercomparison Project Phase 6 (CMIP6) has generated thousands of peer-reviewed publications documenting model configurations, evaluation procedures, emergent co…
Climate Knowledge in Large Language Models
Ivan Kuznetsov, Jacopo Grassi, Dmitrii Pantiukhin +3
Large language models (LLMs) are increasingly deployed for climate-related applications, where understanding internal climatological knowledge is crucial for reliability and misinf…
Accelerating Earth Science Discovery via Multi-Agent LLM Systems
Dmitrii Pantiukhin, Boris Shapkin, Ivan Kuznetsov +2
This Perspective explores the transformative potential of Multi-Agent Systems (MAS) powered by Large Language Models (LLMs) in the geosciences. Users of geoscientific data reposito…