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Preprint Sep 2026

Best practices in software citation

Software is both a foundational tool and a primary output of modern computational research, yet citation practices for software remain inconsistent, incomplete, and rarely machine-actionable. Existing infrastructure designed for paper and data citation does not adequately serve the distinct needs of software citation,...

Phil R. Van-Lane, F. Broekgaarden, Daniel S. Katz et al. · 0 citations
#machine learning Preprint Sep 2026

Geospatial embeddings detect old-growth forests but buffered spatial validation narrows their advantage over Sentinel features

Old-growth forests develop over centuries under minimal anthropogenic disturbance, producing structurally complex and biodiverse stands. In Europe, protecting them requires mapping that is accurate for individual forest parcels yet deployable continent-wide. Geospatial foundation model (GFM) embeddings enable label-sca...

Thomas Ratsakatika, Mihai Zotta, Srinivasan Keshav et al. · 0 citations

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