AINeutralarXiv – CS AI · 15h ago6/10
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Adapting Actively on the Fly: Relevance-Guided Online Meta-Learning with Latent Concepts for Geospatial Discovery
Researchers propose a geospatial discovery framework combining active learning, online meta-learning, and concept-guided reasoning to efficiently identify contamination hotspots like PFAS under limited sampling budgets. The approach uses concept relevance to guide uncertainty sampling and improve generalization in dynamic environmental monitoring scenarios.