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.

Provider view Date basis From year Through year Paper source Assessment theme Claim outcome Edge weighting Maximum neighbors

Cristian Trout's displayed neighborhood

20 of 221 direct collaborators shown. The display is truncated at the selected neighbor limit; full focal metrics below use all collaborators in scope.

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2Distinct papers

221Unique collaborators

223.0Full weighted degree

2026Active span

295Component size

Scroll the diagram horizontally to inspect every displayed node.

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 order	Author	Role	Distinct papers	Unique collaborators	Weighted degree	Active span
1	Cristian Trout	Focal	2	221	223.0	2026
2	Patricia Paskov	Direct collaborator	3	229	232.0	2026
3	U. Ozer	Direct collaborator	2	221	223.0	2026
4	A. A. Mahdi	Direct collaborator	1	187	187.0	2026
5	A. Azaria	Direct collaborator	1	187	187.0	2026
6	A. Cooper	Direct collaborator	1	36	36.0	2026
7	A. Hagenah	Direct collaborator	1	187	187.0	2026
8	A. Kierans	Direct collaborator	1	187	187.0	2026
9	A. Korolova	Direct collaborator	1	187	187.0	2026
10	A. Taylor	Direct collaborator	1	36	36.0	2026
11	A. Vitali	Direct collaborator	1	187	187.0	2026
12	Abeer Sharma	Direct collaborator	1	187	187.0	2026
13	Adam Ennamli	Direct collaborator	1	187	187.0	2026
14	Adam Jones	Direct collaborator	1	187	187.0	2026
15	Adam Kleinman	Direct collaborator	1	36	36.0	2026
16	Adrien Ecoffet	Direct collaborator	1	36	36.0	2026
17	Alex Saeri	Direct collaborator	1	187	187.0	2026
18	Alexander Lyzhov	Direct collaborator	1	187	187.0	2026
19	Amelia S. Haines	Direct collaborator	1	187	187.0	2026
20	Andrew Gamino-Cheong	Direct collaborator	1	187	187.0	2026
21	Andrew M. Bean	Direct collaborator	1	187	187.0	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 pair	Shared papers	Full weight	Fractional weight
A. Kierans — Adam Ennamli	1	1	0.005
A. Kierans — Amelia S. Haines	1	1	0.005
A. Kierans — A. Azaria	1	1	0.005
A. Kierans — Cristian Trout	1	1	0.005
A. Kierans — A. Hagenah	1	1	0.005
A. Kierans — A. Korolova	1	1	0.005
A. Kierans — Abeer Sharma	1	1	0.005
A. Kierans — Andrew M. Bean	1	1	0.005
A. Kierans — Patricia Paskov	1	1	0.005
A. Kierans — Alexander Lyzhov	1	1	0.005
A. Kierans — A. A. Mahdi	1	1	0.005
A. Kierans — Alex Saeri	1	1	0.005
A. Kierans — Andrew Gamino-Cheong	1	1	0.005
A. Kierans — A. Vitali	1	1	0.005
A. Kierans — Adam Jones	1	1	0.005
A. Kierans — U. Ozer	1	1	0.005
Adam Ennamli — Amelia S. Haines	1	1	0.005
Adam Ennamli — A. Azaria	1	1	0.005
Adam Ennamli — Cristian Trout	1	1	0.005
Adam Ennamli — A. Hagenah	1	1	0.005
Adam Ennamli — A. Korolova	1	1	0.005
Adam Ennamli — Abeer Sharma	1	1	0.005
Adam Ennamli — Andrew M. Bean	1	1	0.005
Adam Ennamli — Patricia Paskov	1	1	0.005
Adam Ennamli — Alexander Lyzhov	1	1	0.005
Adam Ennamli — A. A. Mahdi	1	1	0.005
Adam Ennamli — Alex Saeri	1	1	0.005
Adam Ennamli — Andrew Gamino-Cheong	1	1	0.005
Adam Ennamli — A. Vitali	1	1	0.005
Adam Ennamli — Adam Jones	1	1	0.005
Adam Ennamli — U. Ozer	1	1	0.005
Amelia S. Haines — A. Azaria	1	1	0.005
Amelia S. Haines — Cristian Trout	1	1	0.005
Amelia S. Haines — A. Hagenah	1	1	0.005
Amelia S. Haines — A. Korolova	1	1	0.005
Amelia S. Haines — Abeer Sharma	1	1	0.005
Amelia S. Haines — Andrew M. Bean	1	1	0.005
Amelia S. Haines — Patricia Paskov	1	1	0.005
Amelia S. Haines — Alexander Lyzhov	1	1	0.005
Amelia S. Haines — A. A. Mahdi	1	1	0.005
Amelia S. Haines — Alex Saeri	1	1	0.005
Amelia S. Haines — Andrew Gamino-Cheong	1	1	0.005
Amelia S. Haines — A. Vitali	1	1	0.005
Amelia S. Haines — Adam Jones	1	1	0.005
Amelia S. Haines — U. Ozer	1	1	0.005
A. Azaria — Cristian Trout	1	1	0.005
A. Azaria — A. Hagenah	1	1	0.005
A. Azaria — A. Korolova	1	1	0.005
A. Azaria — Abeer Sharma	1	1	0.005
A. Azaria — Andrew M. Bean	1	1	0.005
A. Azaria — Patricia Paskov	1	1	0.005
A. Azaria — Alexander Lyzhov	1	1	0.005
A. Azaria — A. A. Mahdi	1	1	0.005
A. Azaria — Alex Saeri	1	1	0.005
A. Azaria — Andrew Gamino-Cheong	1	1	0.005
A. Azaria — A. Vitali	1	1	0.005
A. Azaria — Adam Jones	1	1	0.005
A. Azaria — U. Ozer	1	1	0.005
Cristian Trout — Adrien Ecoffet	1	1	0.028
Cristian Trout — A. Hagenah	1	1	0.005
Cristian Trout — A. Korolova	1	1	0.005
Cristian Trout — Abeer Sharma	1	1	0.005
Cristian Trout — Andrew M. Bean	1	1	0.005
Cristian Trout — Patricia Paskov	2	2	0.033
Cristian Trout — A. Cooper	1	1	0.028
Cristian Trout — A. Taylor	1	1	0.028
Cristian Trout — Alexander Lyzhov	1	1	0.005
Cristian Trout — A. A. Mahdi	1	1	0.005
Cristian Trout — Alex Saeri	1	1	0.005
Cristian Trout — Andrew Gamino-Cheong	1	1	0.005
Cristian Trout — A. Vitali	1	1	0.005
Cristian Trout — Adam Jones	1	1	0.005
Cristian Trout — U. Ozer	2	2	0.033
Cristian Trout — Adam Kleinman	1	1	0.028
Adrien Ecoffet — Patricia Paskov	1	1	0.028
Adrien Ecoffet — A. Cooper	1	1	0.028
Adrien Ecoffet — A. Taylor	1	1	0.028
Adrien Ecoffet — U. Ozer	1	1	0.028
Adrien Ecoffet — Adam Kleinman	1	1	0.028
A. Hagenah — A. Korolova	1	1	0.005
A. Hagenah — Abeer Sharma	1	1	0.005
A. Hagenah — Andrew M. Bean	1	1	0.005
A. Hagenah — Patricia Paskov	1	1	0.005
A. Hagenah — Alexander Lyzhov	1	1	0.005
A. Hagenah — A. A. Mahdi	1	1	0.005
A. Hagenah — Alex Saeri	1	1	0.005
A. Hagenah — Andrew Gamino-Cheong	1	1	0.005
A. Hagenah — A. Vitali	1	1	0.005
A. Hagenah — Adam Jones	1	1	0.005
A. Hagenah — U. Ozer	1	1	0.005
A. Korolova — Abeer Sharma	1	1	0.005
A. Korolova — Andrew M. Bean	1	1	0.005
A. Korolova — Patricia Paskov	1	1	0.005
A. Korolova — Alexander Lyzhov	1	1	0.005
A. Korolova — A. A. Mahdi	1	1	0.005
A. Korolova — Alex Saeri	1	1	0.005
A. Korolova — Andrew Gamino-Cheong	1	1	0.005
A. Korolova — A. Vitali	1	1	0.005
A. Korolova — Adam Jones	1	1	0.005
A. Korolova — U. Ozer	1	1	0.005
Abeer Sharma — Andrew M. Bean	1	1	0.005
Abeer Sharma — Patricia Paskov	1	1	0.005
Abeer Sharma — Alexander Lyzhov	1	1	0.005
Abeer Sharma — A. A. Mahdi	1	1	0.005
Abeer Sharma — Alex Saeri	1	1	0.005
Abeer Sharma — Andrew Gamino-Cheong	1	1	0.005
Abeer Sharma — A. Vitali	1	1	0.005
Abeer Sharma — Adam Jones	1	1	0.005
Abeer Sharma — U. Ozer	1	1	0.005
Andrew M. Bean — Patricia Paskov	1	1	0.005
Andrew M. Bean — Alexander Lyzhov	1	1	0.005
Andrew M. Bean — A. A. Mahdi	1	1	0.005
Andrew M. Bean — Alex Saeri	1	1	0.005
Andrew M. Bean — Andrew Gamino-Cheong	1	1	0.005
Andrew M. Bean — A. Vitali	1	1	0.005
Andrew M. Bean — Adam Jones	1	1	0.005
Andrew M. Bean — U. Ozer	1	1	0.005
Patricia Paskov — A. Cooper	1	1	0.028
Patricia Paskov — A. Taylor	1	1	0.028
Patricia Paskov — Alexander Lyzhov	1	1	0.005
Patricia Paskov — A. A. Mahdi	1	1	0.005
Patricia Paskov — Alex Saeri	1	1	0.005
Patricia Paskov — Andrew Gamino-Cheong	1	1	0.005
Patricia Paskov — A. Vitali	1	1	0.005
Patricia Paskov — Adam Jones	1	1	0.005
Patricia Paskov — U. Ozer	2	2	0.033
Patricia Paskov — Adam Kleinman	1	1	0.028
A. Cooper — A. Taylor	1	1	0.028
A. Cooper — U. Ozer	1	1	0.028
A. Cooper — Adam Kleinman	1	1	0.028
A. Taylor — U. Ozer	1	1	0.028
A. Taylor — Adam Kleinman	1	1	0.028
Alexander Lyzhov — A. A. Mahdi	1	1	0.005
Alexander Lyzhov — Alex Saeri	1	1	0.005
Alexander Lyzhov — Andrew Gamino-Cheong	1	1	0.005
Alexander Lyzhov — A. Vitali	1	1	0.005
Alexander Lyzhov — Adam Jones	1	1	0.005
Alexander Lyzhov — U. Ozer	1	1	0.005
A. A. Mahdi — Alex Saeri	1	1	0.005
A. A. Mahdi — Andrew Gamino-Cheong	1	1	0.005
A. A. Mahdi — A. Vitali	1	1	0.005
A. A. Mahdi — Adam Jones	1	1	0.005
A. A. Mahdi — U. Ozer	1	1	0.005
Alex Saeri — Andrew Gamino-Cheong	1	1	0.005
Alex Saeri — A. Vitali	1	1	0.005
Alex Saeri — Adam Jones	1	1	0.005
Alex Saeri — U. Ozer	1	1	0.005
Andrew Gamino-Cheong — A. Vitali	1	1	0.005
Andrew Gamino-Cheong — Adam Jones	1	1	0.005
Andrew Gamino-Cheong — U. Ozer	1	1	0.005
A. Vitali — Adam Jones	1	1	0.005
A. Vitali — U. Ozer	1	1	0.005
Adam Jones — U. Ozer	1	1	0.005
U. Ozer — Adam Kleinman	1	1	0.028

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.