Co-authorship neighborhood
Svitlana Volkova's displayed neighborhood
8 of 8 direct collaborators shown.
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Ordered author table
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| Display order | Author | Role | Distinct papers | Unique collaborators | Weighted degree | Active span |
|---|---|---|---|---|---|---|
| 1 | Svitlana Volkova | Focal | 1 | 8 | 8.0 | 2026 |
| 2 | Dan Nguyen | Direct collaborator | 1 | 8 | 8.0 | 2026 |
| 3 | Hsien-Te Kao | Direct collaborator | 1 | 8 | 8.0 | 2026 |
| 4 | Laura Cassani | Direct collaborator | 1 | 8 | 8.0 | 2026 |
| 5 | Maarten Sap | Direct collaborator | 1 | 8 | 8.0 | 2026 |
| 6 | Mingqi Zheng | Direct collaborator | 1 | 8 | 8.0 | 2026 |
| 7 | Myke C. Cohen | Direct collaborator | 1 | 8 | 8.0 | 2026 |
| 8 | Neel Bhandari | Direct collaborator | 1 | 8 | 8.0 | 2026 |
| 9 | Xuhui Zhou | Direct collaborator | 1 | 8 | 8.0 | 2026 |
Displayed collaboration table
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| Author pair | Shared papers | Full weight | Fractional weight |
|---|---|---|---|
| Myke C. Cohen — Xuhui Zhou | 1 | 1 | 0.125 |
| Myke C. Cohen — Neel Bhandari | 1 | 1 | 0.125 |
| Myke C. Cohen — Dan Nguyen | 1 | 1 | 0.125 |
| Myke C. Cohen — Svitlana Volkova | 1 | 1 | 0.125 |
| Myke C. Cohen — Mingqi Zheng | 1 | 1 | 0.125 |
| Myke C. Cohen — Hsien-Te Kao | 1 | 1 | 0.125 |
| Myke C. Cohen — Laura Cassani | 1 | 1 | 0.125 |
| Myke C. Cohen — Maarten Sap | 1 | 1 | 0.125 |
| Xuhui Zhou — Neel Bhandari | 1 | 1 | 0.125 |
| Xuhui Zhou — Dan Nguyen | 1 | 1 | 0.125 |
| Xuhui Zhou — Svitlana Volkova | 1 | 1 | 0.125 |
| Xuhui Zhou — Mingqi Zheng | 1 | 1 | 0.125 |
| Xuhui Zhou — Hsien-Te Kao | 1 | 1 | 0.125 |
| Xuhui Zhou — Laura Cassani | 1 | 1 | 0.125 |
| Xuhui Zhou — Maarten Sap | 1 | 1 | 0.125 |
| Neel Bhandari — Dan Nguyen | 1 | 1 | 0.125 |
| Neel Bhandari — Svitlana Volkova | 1 | 1 | 0.125 |
| Neel Bhandari — Mingqi Zheng | 1 | 1 | 0.125 |
| Neel Bhandari — Hsien-Te Kao | 1 | 1 | 0.125 |
| Neel Bhandari — Laura Cassani | 1 | 1 | 0.125 |
| Neel Bhandari — Maarten Sap | 1 | 1 | 0.125 |
| Dan Nguyen — Svitlana Volkova | 1 | 1 | 0.125 |
| Dan Nguyen — Mingqi Zheng | 1 | 1 | 0.125 |
| Dan Nguyen — Hsien-Te Kao | 1 | 1 | 0.125 |
| Dan Nguyen — Laura Cassani | 1 | 1 | 0.125 |
| Dan Nguyen — Maarten Sap | 1 | 1 | 0.125 |
| Svitlana Volkova — Mingqi Zheng | 1 | 1 | 0.125 |
| Svitlana Volkova — Hsien-Te Kao | 1 | 1 | 0.125 |
| Svitlana Volkova — Laura Cassani | 1 | 1 | 0.125 |
| Svitlana Volkova — Maarten Sap | 1 | 1 | 0.125 |
| Mingqi Zheng — Hsien-Te Kao | 1 | 1 | 0.125 |
| Mingqi Zheng — Laura Cassani | 1 | 1 | 0.125 |
| Mingqi Zheng — Maarten Sap | 1 | 1 | 0.125 |
| Hsien-Te Kao — Laura Cassani | 1 | 1 | 0.125 |
| Hsien-Te Kao — Maarten Sap | 1 | 1 | 0.125 |
| Laura Cassani — Maarten Sap | 1 | 1 | 0.125 |
Graph construction and limits
Each distinct paper contributes an undirected pair for every two eligible identities in its deduplicated latest Semantic Scholar author list. Self-loops are removed. Solo papers count toward an author's paper total but create no edge. The selected display is an ego subgraph. Paper, collaborator, weighted-degree, and active-span metrics for every displayed node use the full filtered provider view; component size describes the focal author's component.
Immutable provider payloads are stored once. A separate receipt log records a later delivery of an earlier payload, so roster reversions remain visible. Exact duplicate receipts are idempotent. Equal timestamps use receipt insertion order as the tie-breaker.
Co-authorship records shared paper attribution only. It does not establish contribution size, research quality, influence, friendship, topic similarity, or citation relationships.