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research-lineage-mapping

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papersSEP 10 04:00 UTC

Paper Proposes Auto-Generating Evolution Trees of AI Methods from Citation Graphs

A new arXiv paper presents an approach that automatically builds evolution trees tracing how methods in a research subfield descend from earlier work, using citation graph data. The authors argue that manually written surveys can no longer keep pace with publication volume, while existing taxonomy-induction techniques capture only leaf categories and lack temporal awareness. The work aims to enable scalable, time-aware mapping of research lineages across AI fields.

citation-graphs/nlp/knowledge-graphs/research-tools