Co-authorship neighborhood
Peter Kirgis's displayed neighborhood
20 of 27 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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Ordered author table
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| Display order | Author | Role | Distinct papers | Unique collaborators | Weighted degree | Active span |
|---|---|---|---|---|---|---|
| 1 | Peter Kirgis | Focal | 2 | 27 | 30.0 | 2026 |
| 2 | Arvind Narayanan | Direct collaborator | 2 | 27 | 30.0 | 2026 |
| 3 | Sayash Kapoor | Direct collaborator | 2 | 27 | 30.0 | 2026 |
| 4 | Stephan Rabanser | Direct collaborator | 2 | 27 | 30.0 | 2026 |
| 5 | Abhishek Shetty | Direct collaborator | 1 | 13 | 13.0 | 2026 |
| 6 | Andrew B. Hall | Direct collaborator | 1 | 17 | 17.0 | 2026 |
| 7 | Andrew Schwartz | Direct collaborator | 1 | 17 | 17.0 | 2026 |
| 8 | C. Ududec | Direct collaborator | 1 | 17 | 17.0 | 2026 |
| 9 | Derrick Chan-Sew | Direct collaborator | 1 | 13 | 13.0 | 2026 |
| 10 | Dimitris Papailiopoulos | Direct collaborator | 1 | 17 | 17.0 | 2026 |
| 11 | Gillian K. Hadfield | Direct collaborator | 1 | 17 | 17.0 | 2026 |
| 12 | H. Coppock | Direct collaborator | 1 | 17 | 17.0 | 2026 |
| 13 | Helen Toner | Direct collaborator | 1 | 17 | 17.0 | 2026 |
| 14 | J. Allaire | Direct collaborator | 1 | 17 | 17.0 | 2026 |
| 15 | Kangheng Liu | Direct collaborator | 1 | 13 | 13.0 | 2026 |
| 16 | Magda Dubois | Direct collaborator | 1 | 17 | 17.0 | 2026 |
| 17 | Matilda Orona | Direct collaborator | 1 | 13 | 13.0 | 2026 |
| 18 | Nitya Nadgir | Direct collaborator | 1 | 13 | 13.0 | 2026 |
| 19 | Rishi Bommasani | Direct collaborator | 1 | 17 | 17.0 | 2026 |
| 20 | Rumi Nakagawa | Direct collaborator | 1 | 13 | 13.0 | 2026 |
| 21 | S. Tekofsky | Direct collaborator | 1 | 17 | 17.0 | 2026 |
Displayed collaboration table
Scroll the table horizontally to see every column.
| Author pair | Shared papers | Full weight | Fractional weight |
|---|---|---|---|
| Sayash Kapoor — Nitya Nadgir | 1 | 1 | 0.077 |
| Sayash Kapoor — Andrew Schwartz | 1 | 1 | 0.059 |
| Sayash Kapoor — S. Tekofsky | 1 | 1 | 0.059 |
| Sayash Kapoor — Dimitris Papailiopoulos | 1 | 1 | 0.059 |
| Sayash Kapoor — H. Coppock | 1 | 1 | 0.059 |
| Sayash Kapoor — J. Allaire | 1 | 1 | 0.059 |
| Sayash Kapoor — Matilda Orona | 1 | 1 | 0.077 |
| Sayash Kapoor — Derrick Chan-Sew | 1 | 1 | 0.077 |
| Sayash Kapoor — Peter Kirgis | 2 | 2 | 0.136 |
| Sayash Kapoor — Rishi Bommasani | 1 | 1 | 0.059 |
| Sayash Kapoor — Stephan Rabanser | 2 | 2 | 0.136 |
| Sayash Kapoor — Kangheng Liu | 1 | 1 | 0.077 |
| Sayash Kapoor — Helen Toner | 1 | 1 | 0.059 |
| Sayash Kapoor — Arvind Narayanan | 2 | 2 | 0.136 |
| Sayash Kapoor — C. Ududec | 1 | 1 | 0.059 |
| Sayash Kapoor — Abhishek Shetty | 1 | 1 | 0.077 |
| Sayash Kapoor — Magda Dubois | 1 | 1 | 0.059 |
| Sayash Kapoor — Gillian K. Hadfield | 1 | 1 | 0.059 |
| Sayash Kapoor — Andrew B. Hall | 1 | 1 | 0.059 |
| Sayash Kapoor — Rumi Nakagawa | 1 | 1 | 0.077 |
| Nitya Nadgir — Matilda Orona | 1 | 1 | 0.077 |
| Nitya Nadgir — Derrick Chan-Sew | 1 | 1 | 0.077 |
| Nitya Nadgir — Peter Kirgis | 1 | 1 | 0.077 |
| Nitya Nadgir — Stephan Rabanser | 1 | 1 | 0.077 |
| Nitya Nadgir — Kangheng Liu | 1 | 1 | 0.077 |
| Nitya Nadgir — Arvind Narayanan | 1 | 1 | 0.077 |
| Nitya Nadgir — Abhishek Shetty | 1 | 1 | 0.077 |
| Nitya Nadgir — Rumi Nakagawa | 1 | 1 | 0.077 |
| Andrew Schwartz — S. Tekofsky | 1 | 1 | 0.059 |
| Andrew Schwartz — Dimitris Papailiopoulos | 1 | 1 | 0.059 |
| Andrew Schwartz — H. Coppock | 1 | 1 | 0.059 |
| Andrew Schwartz — J. Allaire | 1 | 1 | 0.059 |
| Andrew Schwartz — Peter Kirgis | 1 | 1 | 0.059 |
| Andrew Schwartz — Rishi Bommasani | 1 | 1 | 0.059 |
| Andrew Schwartz — Stephan Rabanser | 1 | 1 | 0.059 |
| Andrew Schwartz — Helen Toner | 1 | 1 | 0.059 |
| Andrew Schwartz — Arvind Narayanan | 1 | 1 | 0.059 |
| Andrew Schwartz — C. Ududec | 1 | 1 | 0.059 |
| Andrew Schwartz — Magda Dubois | 1 | 1 | 0.059 |
| Andrew Schwartz — Gillian K. Hadfield | 1 | 1 | 0.059 |
| Andrew Schwartz — Andrew B. Hall | 1 | 1 | 0.059 |
| S. Tekofsky — Dimitris Papailiopoulos | 1 | 1 | 0.059 |
| S. Tekofsky — H. Coppock | 1 | 1 | 0.059 |
| S. Tekofsky — J. Allaire | 1 | 1 | 0.059 |
| S. Tekofsky — Peter Kirgis | 1 | 1 | 0.059 |
| S. Tekofsky — Rishi Bommasani | 1 | 1 | 0.059 |
| S. Tekofsky — Stephan Rabanser | 1 | 1 | 0.059 |
| S. Tekofsky — Helen Toner | 1 | 1 | 0.059 |
| S. Tekofsky — Arvind Narayanan | 1 | 1 | 0.059 |
| S. Tekofsky — C. Ududec | 1 | 1 | 0.059 |
| S. Tekofsky — Magda Dubois | 1 | 1 | 0.059 |
| S. Tekofsky — Gillian K. Hadfield | 1 | 1 | 0.059 |
| S. Tekofsky — Andrew B. Hall | 1 | 1 | 0.059 |
| Dimitris Papailiopoulos — H. Coppock | 1 | 1 | 0.059 |
| Dimitris Papailiopoulos — J. Allaire | 1 | 1 | 0.059 |
| Dimitris Papailiopoulos — Peter Kirgis | 1 | 1 | 0.059 |
| Dimitris Papailiopoulos — Rishi Bommasani | 1 | 1 | 0.059 |
| Dimitris Papailiopoulos — Stephan Rabanser | 1 | 1 | 0.059 |
| Dimitris Papailiopoulos — Helen Toner | 1 | 1 | 0.059 |
| Dimitris Papailiopoulos — Arvind Narayanan | 1 | 1 | 0.059 |
| Dimitris Papailiopoulos — C. Ududec | 1 | 1 | 0.059 |
| Dimitris Papailiopoulos — Magda Dubois | 1 | 1 | 0.059 |
| Dimitris Papailiopoulos — Gillian K. Hadfield | 1 | 1 | 0.059 |
| Dimitris Papailiopoulos — Andrew B. Hall | 1 | 1 | 0.059 |
| H. Coppock — J. Allaire | 1 | 1 | 0.059 |
| H. Coppock — Peter Kirgis | 1 | 1 | 0.059 |
| H. Coppock — Rishi Bommasani | 1 | 1 | 0.059 |
| H. Coppock — Stephan Rabanser | 1 | 1 | 0.059 |
| H. Coppock — Helen Toner | 1 | 1 | 0.059 |
| H. Coppock — Arvind Narayanan | 1 | 1 | 0.059 |
| H. Coppock — C. Ududec | 1 | 1 | 0.059 |
| H. Coppock — Magda Dubois | 1 | 1 | 0.059 |
| H. Coppock — Gillian K. Hadfield | 1 | 1 | 0.059 |
| H. Coppock — Andrew B. Hall | 1 | 1 | 0.059 |
| J. Allaire — Peter Kirgis | 1 | 1 | 0.059 |
| J. Allaire — Rishi Bommasani | 1 | 1 | 0.059 |
| J. Allaire — Stephan Rabanser | 1 | 1 | 0.059 |
| J. Allaire — Helen Toner | 1 | 1 | 0.059 |
| J. Allaire — Arvind Narayanan | 1 | 1 | 0.059 |
| J. Allaire — C. Ududec | 1 | 1 | 0.059 |
| J. Allaire — Magda Dubois | 1 | 1 | 0.059 |
| J. Allaire — Gillian K. Hadfield | 1 | 1 | 0.059 |
| J. Allaire — Andrew B. Hall | 1 | 1 | 0.059 |
| Matilda Orona — Derrick Chan-Sew | 1 | 1 | 0.077 |
| Matilda Orona — Peter Kirgis | 1 | 1 | 0.077 |
| Matilda Orona — Stephan Rabanser | 1 | 1 | 0.077 |
| Matilda Orona — Kangheng Liu | 1 | 1 | 0.077 |
| Matilda Orona — Arvind Narayanan | 1 | 1 | 0.077 |
| Matilda Orona — Abhishek Shetty | 1 | 1 | 0.077 |
| Matilda Orona — Rumi Nakagawa | 1 | 1 | 0.077 |
| Derrick Chan-Sew — Peter Kirgis | 1 | 1 | 0.077 |
| Derrick Chan-Sew — Stephan Rabanser | 1 | 1 | 0.077 |
| Derrick Chan-Sew — Kangheng Liu | 1 | 1 | 0.077 |
| Derrick Chan-Sew — Arvind Narayanan | 1 | 1 | 0.077 |
| Derrick Chan-Sew — Abhishek Shetty | 1 | 1 | 0.077 |
| Derrick Chan-Sew — Rumi Nakagawa | 1 | 1 | 0.077 |
| Peter Kirgis — Rishi Bommasani | 1 | 1 | 0.059 |
| Peter Kirgis — Stephan Rabanser | 2 | 2 | 0.136 |
| Peter Kirgis — Kangheng Liu | 1 | 1 | 0.077 |
| Peter Kirgis — Helen Toner | 1 | 1 | 0.059 |
| Peter Kirgis — Arvind Narayanan | 2 | 2 | 0.136 |
| Peter Kirgis — C. Ududec | 1 | 1 | 0.059 |
| Peter Kirgis — Abhishek Shetty | 1 | 1 | 0.077 |
| Peter Kirgis — Magda Dubois | 1 | 1 | 0.059 |
| Peter Kirgis — Gillian K. Hadfield | 1 | 1 | 0.059 |
| Peter Kirgis — Andrew B. Hall | 1 | 1 | 0.059 |
| Peter Kirgis — Rumi Nakagawa | 1 | 1 | 0.077 |
| Rishi Bommasani — Stephan Rabanser | 1 | 1 | 0.059 |
| Rishi Bommasani — Helen Toner | 1 | 1 | 0.059 |
| Rishi Bommasani — Arvind Narayanan | 1 | 1 | 0.059 |
| Rishi Bommasani — C. Ududec | 1 | 1 | 0.059 |
| Rishi Bommasani — Magda Dubois | 1 | 1 | 0.059 |
| Rishi Bommasani — Gillian K. Hadfield | 1 | 1 | 0.059 |
| Rishi Bommasani — Andrew B. Hall | 1 | 1 | 0.059 |
| Stephan Rabanser — Kangheng Liu | 1 | 1 | 0.077 |
| Stephan Rabanser — Helen Toner | 1 | 1 | 0.059 |
| Stephan Rabanser — Arvind Narayanan | 2 | 2 | 0.136 |
| Stephan Rabanser — C. Ududec | 1 | 1 | 0.059 |
| Stephan Rabanser — Abhishek Shetty | 1 | 1 | 0.077 |
| Stephan Rabanser — Magda Dubois | 1 | 1 | 0.059 |
| Stephan Rabanser — Gillian K. Hadfield | 1 | 1 | 0.059 |
| Stephan Rabanser — Andrew B. Hall | 1 | 1 | 0.059 |
| Stephan Rabanser — Rumi Nakagawa | 1 | 1 | 0.077 |
| Kangheng Liu — Arvind Narayanan | 1 | 1 | 0.077 |
| Kangheng Liu — Abhishek Shetty | 1 | 1 | 0.077 |
| Kangheng Liu — Rumi Nakagawa | 1 | 1 | 0.077 |
| Helen Toner — Arvind Narayanan | 1 | 1 | 0.059 |
| Helen Toner — C. Ududec | 1 | 1 | 0.059 |
| Helen Toner — Magda Dubois | 1 | 1 | 0.059 |
| Helen Toner — Gillian K. Hadfield | 1 | 1 | 0.059 |
| Helen Toner — Andrew B. Hall | 1 | 1 | 0.059 |
| Arvind Narayanan — C. Ududec | 1 | 1 | 0.059 |
| Arvind Narayanan — Abhishek Shetty | 1 | 1 | 0.077 |
| Arvind Narayanan — Magda Dubois | 1 | 1 | 0.059 |
| Arvind Narayanan — Gillian K. Hadfield | 1 | 1 | 0.059 |
| Arvind Narayanan — Andrew B. Hall | 1 | 1 | 0.059 |
| Arvind Narayanan — Rumi Nakagawa | 1 | 1 | 0.077 |
| C. Ududec — Magda Dubois | 1 | 1 | 0.059 |
| C. Ududec — Gillian K. Hadfield | 1 | 1 | 0.059 |
| C. Ududec — Andrew B. Hall | 1 | 1 | 0.059 |
| Abhishek Shetty — Rumi Nakagawa | 1 | 1 | 0.077 |
| Magda Dubois — Gillian K. Hadfield | 1 | 1 | 0.059 |
| Magda Dubois — Andrew B. Hall | 1 | 1 | 0.059 |
| Gillian K. Hadfield — Andrew B. Hall | 1 | 1 | 0.059 |
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.