Co-authorship neighborhood
Vedant Das Swain's displayed neighborhood
6 of 6 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 | Vedant Das Swain | Focal | 1 | 6 | 6.0 | 2026 |
| 2 | Andy Mao | Direct collaborator | 1 | 6 | 6.0 | 2026 |
| 3 | Hanyi Min | Direct collaborator | 1 | 6 | 6.0 | 2026 |
| 4 | Jash Parekh | Direct collaborator | 1 | 6 | 6.0 | 2026 |
| 5 | Koustuv Saha | Direct collaborator | 3 | 15 | 15.0 | 2026 |
| 6 | Veda Duddu | Direct collaborator | 1 | 6 | 6.0 | 2026 |
| 7 | Ziang Xiao | Direct collaborator | 1 | 6 | 6.0 | 2026 |
Displayed collaboration table
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| Author pair | Shared papers | Full weight | Fractional weight |
|---|---|---|---|
| Koustuv Saha — Vedant Das Swain | 1 | 1 | 0.167 |
| Koustuv Saha — Jash Parekh | 1 | 1 | 0.167 |
| Koustuv Saha — Andy Mao | 1 | 1 | 0.167 |
| Koustuv Saha — Veda Duddu | 1 | 1 | 0.167 |
| Koustuv Saha — Ziang Xiao | 1 | 1 | 0.167 |
| Koustuv Saha — Hanyi Min | 1 | 1 | 0.167 |
| Vedant Das Swain — Jash Parekh | 1 | 1 | 0.167 |
| Vedant Das Swain — Andy Mao | 1 | 1 | 0.167 |
| Vedant Das Swain — Veda Duddu | 1 | 1 | 0.167 |
| Vedant Das Swain — Ziang Xiao | 1 | 1 | 0.167 |
| Vedant Das Swain — Hanyi Min | 1 | 1 | 0.167 |
| Jash Parekh — Andy Mao | 1 | 1 | 0.167 |
| Jash Parekh — Veda Duddu | 1 | 1 | 0.167 |
| Jash Parekh — Ziang Xiao | 1 | 1 | 0.167 |
| Jash Parekh — Hanyi Min | 1 | 1 | 0.167 |
| Andy Mao — Veda Duddu | 1 | 1 | 0.167 |
| Andy Mao — Ziang Xiao | 1 | 1 | 0.167 |
| Andy Mao — Hanyi Min | 1 | 1 | 0.167 |
| Veda Duddu — Ziang Xiao | 1 | 1 | 0.167 |
| Veda Duddu — Hanyi Min | 1 | 1 | 0.167 |
| Ziang Xiao — Hanyi Min | 1 | 1 | 0.167 |
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.