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cs.LG2026
Non-Interfering Asymmetric AdamW Updates for Constrained Exploration of Equifinality in Hybrid Models
Ekaterina Gikalo, Zavud Baghirov, Christian Reimers +3
Hybrid models let neural networks supply the unresolved parameters of a process-based simulator, and are fitted to observations that constrain aggregate fluxes and storages but not…
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…