LangRetrieval is a conditional flow matching framework with semantic warm-up and GRPO-based self-evolving optimization using CSI rewards to improve satellite-to-radar precipitation retrieval.
Weathergfm: Learning a weather generalist foundation model via in-context learning
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A review of Earth science foundation models covering capability evolution from perception to discovery, applications across atmosphere/hydrosphere/lithosphere/biosphere/anthroposphere/cryosphere, over 200 datasets, and key challenges.
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Earth Science Foundation Models: From Perception to Reasoning and Discovery
A review of Earth science foundation models covering capability evolution from perception to discovery, applications across atmosphere/hydrosphere/lithosphere/biosphere/anthroposphere/cryosphere, over 200 datasets, and key challenges.