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A Trainable-by-Parts Operator Learning Framework: Bridging DeepONet and Karhunen-Loeve Expansions for Large-Scale Applications

arXiv cs.LG · 5d ago Cached

Proposes KL-DNN, a scalable operator learning framework that uses Karhunen-Loève expansions to handle large-scale PDE problems, achieving lower errors and two-order-of-magnitude speedup over DeepONet on a 3D carbon storage problem.

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#carbon-storage

Threads of underground fungal networks are long enough to reach beyond the Solar System

Ars Technica · 2026-06-13 Cached

A study maps global arbuscular mycorrhizal fungal networks, finding their threads can stretch far beyond Earth and that they are threatened by agricultural conversion, with grassland ecosystems holding 40% of the world's biomass but being poorly protected.

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