3 papers
cs.LG2026
FLUXtrapolation: A benchmark on extrapolating ecosystem fluxes
Anya Fries, Jacob A Nelson, Martin Jung +2
We introduce FLUXtrapolation, a benchmark for extrapolating ecosystem fluxes under progressively harder distribution shifts. Ecosystem fluxes are central to understanding the carbo…
physics.geo-ph2025
Diagnosing syndromes of biosphere-atmosphere-socioeconomic change
Wantong Li, Gregory Duveiller, Fabian Gans +9
It is increasingly recognized that the multiple and systemic impacts of Earth system change threaten the prosperity of society through altered land carbon dynamics, freshwater vari…
cs.LG2024
Atmospheric Transport Modeling of CO with Neural Networks
Vitus Benson, Ana Bastos, Christian Reimers +3
Accurately describing the distribution of CO in the atmosphere with atmospheric tracer transport models is essential for greenhouse gas monitoring and verification support syst…