The Commonplace
Home Papers Evidence Explore Trends Syntheses Digests About 🎲 Workforce Futures
Direction, evidence grade, and study type are AI-generated labels (gpt-5-mini), not human-verified. Syntheses are LLM-written. "Tensions" are machine-detected candidates, not confirmed contradictions. A research-acceleration tool, not peer review. How this is built →

Co-authorship neighborhood

A bounded, provider-scoped projection of shared papers in this corpus. It is not a map of importance, influence, intellectual similarity, geography, or causal relationships.

Koustuv Saha's displayed neighborhood

15 of 15 direct collaborators shown.

View profile
3Distinct papers
15Unique collaborators
15.0Full weighted degree
2026Active span
16Component size

Scroll the diagram horizontally to inspect every displayed node.

Co-authorship neighborhood for Koustuv Saha A deterministic circular layout of the focal author and up to 20 direct collaborators. Edge thickness represents full shared-paper weight. An ordered table follows the graphic. Koustuv Saha Andy Mao Ashwin Rajadesingan Atharva Naik Hanyi Min Jash Parekh Mark O. Riedl
Circular placement is deterministic and only prevents overlap. Proximity and direction do not measure intellectual, geographic, social, or causal distance. Square = focal author; circles = collaborators; labels identify the focal and highest-weight neighbors.

Ordered author table

Scroll the table horizontally to see every column.

Accessible table equivalent for nodes in the displayed subgraph, ordered with the focal author first and collaborators by selected edge weight. Metrics use each node's full filtered provider scope, not only displayed edges.
Display orderAuthorRoleDistinct papersUnique collaboratorsWeighted degreeActive span
1 Koustuv Saha Focal 3 15 15.0 2026
2 Andy Mao Direct collaborator 1 6 6.0 2026
3 Ashwin Rajadesingan Direct collaborator 1 4 4.0 2026
4 Atharva Naik Direct collaborator 1 4 4.0 2026
5 Hanyi Min Direct collaborator 1 6 6.0 2026
6 Jash Parekh Direct collaborator 1 6 6.0 2026
7 Mark O. Riedl Direct collaborator 1 5 5.0 2026
8 S. Alcorn Direct collaborator 1 5 5.0 2026
9 Samir Passi Direct collaborator 1 5 5.0 2026
10 Shounok Kar Direct collaborator 1 4 4.0 2026
11 T. McNutt Direct collaborator 1 5 5.0 2026
12 Upol Ehsan Direct collaborator 1 5 5.0 2026
13 Varnika Sharma Direct collaborator 1 4 4.0 2026
14 Veda Duddu Direct collaborator 1 6 6.0 2026
15 Vedant Das Swain Direct collaborator 1 6 6.0 2026
16 Ziang Xiao Direct collaborator 1 6 6.0 2026

Displayed collaboration table

Scroll the table horizontally to see every column.

Undirected co-authorship edges among displayed authors. Each pair is listed once.
Author pairShared papersFull weightFractional weight
Koustuv Saha — S. Alcorn110.2
Koustuv Saha — Vedant Das Swain110.167
Koustuv Saha — Jash Parekh110.167
Koustuv Saha — Andy Mao110.167
Koustuv Saha — Mark O. Riedl110.2
Koustuv Saha — Ashwin Rajadesingan110.25
Koustuv Saha — Shounok Kar110.25
Koustuv Saha — Veda Duddu110.167
Koustuv Saha — Ziang Xiao110.167
Koustuv Saha — Atharva Naik110.25
Koustuv Saha — Hanyi Min110.167
Koustuv Saha — Varnika Sharma110.25
Koustuv Saha — Upol Ehsan110.2
Koustuv Saha — T. McNutt110.2
Koustuv Saha — Samir Passi110.2
S. Alcorn — Mark O. Riedl110.2
S. Alcorn — Upol Ehsan110.2
S. Alcorn — T. McNutt110.2
S. Alcorn — Samir Passi110.2
Vedant Das Swain — Jash Parekh110.167
Vedant Das Swain — Andy Mao110.167
Vedant Das Swain — Veda Duddu110.167
Vedant Das Swain — Ziang Xiao110.167
Vedant Das Swain — Hanyi Min110.167
Jash Parekh — Andy Mao110.167
Jash Parekh — Veda Duddu110.167
Jash Parekh — Ziang Xiao110.167
Jash Parekh — Hanyi Min110.167
Andy Mao — Veda Duddu110.167
Andy Mao — Ziang Xiao110.167
Andy Mao — Hanyi Min110.167
Mark O. Riedl — Upol Ehsan110.2
Mark O. Riedl — T. McNutt110.2
Mark O. Riedl — Samir Passi110.2
Ashwin Rajadesingan — Shounok Kar110.25
Ashwin Rajadesingan — Atharva Naik110.25
Ashwin Rajadesingan — Varnika Sharma110.25
Shounok Kar — Atharva Naik110.25
Shounok Kar — Varnika Sharma110.25
Veda Duddu — Ziang Xiao110.167
Veda Duddu — Hanyi Min110.167
Ziang Xiao — Hanyi Min110.167
Atharva Naik — Varnika Sharma110.25
Upol Ehsan — T. McNutt110.2
Upol Ehsan — Samir Passi110.2
T. McNutt — Samir Passi110.2

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.