Recoverable Identifier
advisory
doi_compliance
recoverable_identifier
DOI in the printed bibliography is fragmented by whitespace or line breaks. A longer candidate (10.1073/pnas.xxxxxxxxxxKolpakovet) was visible in the surrounding text but could not be confirmed against doi.org as printed.
Paper page Integrity report arXiv Try DOI
Evidence text
A Kolpakov, I Rivin, DiRe – RAPIDS on the arXiv corpus (2026). 4| www.pnas.org/cgi/doi/10.1073/pnas.XXXXXXXXXX Kolpakovet al. DRAFT DiRe (n=60,000) cuML UMAP (n=60,000) cs.IT math-ph math.AG math.AP math.CA math.CO math.DG math.DS math.FA math.GT math.NA math.NT math.OC math.PR math.RT other Fig. 4.arXiv-paper 2-D layout, DiRe (left) vs cuML UMAP (right), coloured by primary arXiv category. Both methods recover category structure; UMAP produces tighter but more fragmented islands with visible gaps in long-range category similarity (e.g. math.DG vs math.SG). DiRe’s layout is smoother and preserves the inter-category topology of the reference 384-D point cloud more faithfully. Kolpakovet al. PNAS |April 30, 2026| vol. XXX | no. XX |5
Evidence payload
{
"printed_excerpt": "A Kolpakov, I Rivin, DiRe \u2013 RAPIDS on the arXiv corpus (2026). 4| www.pnas.org/cgi/doi/10.1073/pnas.XXXXXXXXXX Kolpakovet al. DRAFT DiRe (n=60,000) cuML UMAP (n=60,000) cs.IT math-ph math.AG math.AP math.CA math.CO math.DG math.DS math.FA m",
"reconstructed_doi": "10.1073/pnas.xxxxxxxxxxKolpakovet",
"ref_index": 15,
"resolved_title": null,
"verdict_class": "incontrovertible"
}