Graph Memory for Literature Agents: Persistent Neighborhoods for Scientific Search
We show that persistent graph neighborhoods and operator-facing retrieval memory improve literature navigation across papers, people and opportunities.
Researcher profile
Diego Santana
Builds collaboration tooling and graph-backed ranking loops for scholarly platforms.
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Diego Santana
Applied Research Engineer
Published work
3 published item(s)
Journal Article2023Social Studies of Science
Collaboration Intent Signals in Research Labs
We extract actionable collaboration intent from follows, saves, reviews and topic overlap without collapsing trust into a single opaque metric.
14 citations8 reviewsNo code linkedRestricted access
Preprint2026arXiv
Topic-Aware Opportunity Matching for Research Careers
We use graph signals and topical expertise to connect researchers with fellowships, residencies and collaboration openings.
9 citations2 reviewsNo code linkedOpen access