Graph Neighborhoods for Scholarly Search and Topic Expansion
We precompute neighborhoods over works, authors, communities and institutions to speed exploratory search.
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Studies expert routing, retrieval systems and opportunity matching in scientific networks.
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Published work
We precompute neighborhoods over works, authors, communities and institutions to speed exploratory search.
This paper combines institution verification, topical expertise and trust snapshots to route methodological questions to the right specialists.
We compare dense and sparse retrieval strategies for scholarly search when operators need interpretable reasons and controllable ranking.
We use graph signals and topical expertise to connect researchers with fellowships, residencies and collaboration openings.