Conferences and preprint servers account for 53% of AI researchers’ top 2020s works with a classified venue
Data as of
- Conferences + preprints, classified 2020s works
- 53%
- Journal share, 1970s → 2020s
- 94% → 47%
- Preprints, company (no uni.), 2020s
- 40%
- Leading venue across all years
- arXiv (1,068)
Where were the most-cited works of the people shaping AI published? Across 12,386 dated works that we can classify into a conference, a journal or a preprint server (from 14,973 dated works of 14,977 unique works by 3,593 researchers, alongside 756 books and book-series chapters and 1,831 works with no recorded venue), we estimate that journals account for 64% (7,871), conferences for 27% (3,399), and preprint servers for 9% (1,116). Over the 6 decades with at least 100 classified works, the journal share fell from 94% in the 1970s to 47% in the 2020s, and conferences (31%) and preprint servers (22%) together reached 53% (1,202 of 2,269). In the 2020s, preprint servers lead works with a company and no university author at 40%, and journals lead works with a university and no company author at 58%.
Key findings
- Across the 6 decades from the 1970s to the 2020s, journals fell from 94% (272 of 290 classified works) to 47% (1,067 of 2,269), conferences rose from 6% (18) to a peak of 33% in the 2010s and stood at 31% (698) in the 2020s, and preprint servers rose from 0% (0) to 22% (504).
- Across all 11,749 classified works whose authors we can match to a publication-year employer, works with a university and no company author (8,939) are 69% journals, 25% conferences and 6% preprints; joint university–company works (1,300) are 46% journals, 37% conferences and 17% preprints; and works with a company and no university author (1,013) are 41% journals, 38% conferences and 21% preprints.
- Within the 2020s, works with a company and no university author (283) are 40% preprints (114), 34% conferences (95) and 26% journals (74), and works with a university and no company author (1,311) are 58% journals (757), 29% conferences (381) and 13% preprints (173).
- arXiv leads all individual publication venues across all years with 1,068 works (96% of all 1,116 preprints). Lecture Notes in Computer Science (529) and CVPR (503) lead conference venues, and IEEE TPAMI (334) and Artificial Intelligence (221) lead journals.
How the venue mix changed over the decades
In the 1970s, journals accounted for 94% of classified works (272 of 290), conferences for 6% (18), and preprint servers for 0% (0). The conference share rose in each decade to 33% in the 2010s (1,564 of 4,748 classified works), and the journal share fell to 55% (2,599 of 4,748) in the 2010s and fell to 47% (1,067 of 2,269) in the 2020s.
Three lines show the share of classified top works in conferences, journals and preprint servers across 6 decades from the 1970s to the 2020s. Journals fell from 94% to 47%, conferences rose from 6% to a peak of 33% in the 2010s and stood at 31% in the 2020s, and preprint servers rose from 0% to 22%.
Source: OpenAlex (CC0), most-cited works as of 21 October 2026; People of Superintelligence career records as of 22 October 2026. Decades with at least 100 works classified as a conference, journal or preprint. Each work ID counts once.
Data table
| Decade | Conferences | Journals | Preprint servers | Classified works | Conference share | Journal share | Preprint share | Books and book series | Unrecorded or repository |
|---|---|---|---|---|---|---|---|---|---|
| 1970s | 18 | 272 | 0 | 290 | 6% | 94% | 0% | 25 | 63 |
| 1980s | 54 | 533 | 0 | 587 | 9% | 91% | 0% | 81 | 129 |
| 1990s | 190 | 1,122 | 10 | 1,322 | 14% | 85% | 1% | 150 | 333 |
| 2000s | 869 | 2,161 | 17 | 3,047 | 29% | 71% | 1% | 237 | 579 |
| 2010s | 1,564 | 2,599 | 585 | 4,748 | 33% | 55% | 12% | 196 | 523 |
| 2020s | 698 | 1,067 | 504 | 2,269 | 31% | 47% | 22% | 61 | 175 |
Preprint servers remained at or below 1% through the 2000s, then rose to 12% (585 of 4,748) in the 2010s and rose to 22% (504 of 2,269) in the 2020s. Across all recorded decades, the 2020s are the first in which conferences and preprint servers combined (53%, 1,202 works) outnumber journals (47%, 1,067 works).
How company and university authors differ
Matching each work to the employers where its tracked authors held non-education roles in the publication year links 11,749 of the 12,386 classified works (95%) to at least one organization. Across all years, works with at least one university author (10,239) are 66% journals (6,763), 27% conferences (2,739) and 7% preprints (737), and works with at least one company author (2,313) are 44% journals (1,012), 38% conferences (870) and 19% preprints (431). Across works written with a university and no company author (8,939), jointly across a university and a company (1,300), and with a company and no university author (1,013), the journal share is lower on works with a company and no university author (41%) than on joint works (46%) and works with a university and no company author (69%), and the preprint share is higher on works with a company and no university author (21%) than on joint works (17%) and works with a university and no company author (6%).
Horizontal 100% stacked bars compare the share of conferences, preprint servers and journals across works with a company and no university author, joint university-company works, works with a university and no company author, and institute-only works in the 2020s and across all years.
Source: OpenAlex (CC0), most-cited works as of 21 October 2026; People of Superintelligence career records as of 22 October 2026. Non-education roles covering the publication year. The table also lists the 20 organizations with the most classified works.
Data table
| Author group or organization | Classified works | Conferences | Preprint servers | Journals | Conference share | Preprint share | Journal share |
|---|---|---|---|---|---|---|---|
| Company, no university, 2020s | 283 | 95 | 114 | 74 | 34% | 40% | 26% |
| Joint uni.–company, 2020s | 381 | 132 | 97 | 152 | 35% | 25% | 40% |
| University, no company, 2020s | 1,311 | 381 | 173 | 757 | 29% | 13% | 58% |
| Company, no university, all years | 1,013 | 388 | 210 | 415 | 38% | 21% | 41% |
| Joint university–company, all years | 1,300 | 482 | 221 | 597 | 37% | 17% | 46% |
| University, no company, all years | 8,939 | 2,257 | 516 | 6,166 | 25% | 6% | 69% |
| Institute or lab only, all years | 497 | 131 | 32 | 334 | 26% | 6% | 67% |
| All company works (including joint) | 2,313 | 870 | 431 | 1,012 | 38% | 19% | 44% |
| All university works (including joint) | 10,239 | 2,739 | 737 | 6,763 | 27% | 7% | 66% |
| Massachusetts Institute of Technology | 618 | 144 | 48 | 426 | 23% | 8% | 69% |
| Stanford University | 524 | 155 | 71 | 298 | 30% | 14% | 57% |
| 466 | 157 | 180 | 129 | 34% | 39% | 28% | |
| Carnegie Mellon University | 450 | 176 | 29 | 245 | 39% | 6% | 54% |
| Microsoft | 389 | 199 | 48 | 142 | 51% | 12% | 37% |
| University of California, Berkeley | 352 | 132 | 54 | 166 | 38% | 15% | 47% |
| University of Oxford | 278 | 58 | 55 | 165 | 21% | 20% | 59% |
| CNRS | 262 | 61 | 11 | 190 | 23% | 4% | 73% |
| Harvard University | 239 | 21 | 9 | 209 | 9% | 4% | 87% |
| Max Planck Society | 237 | 60 | 23 | 154 | 25% | 10% | 65% |
| University of Washington | 215 | 115 | 25 | 75 | 53% | 12% | 35% |
| IBM | 203 | 80 | 9 | 114 | 39% | 4% | 56% |
| ETH Zurich | 199 | 63 | 20 | 116 | 32% | 10% | 58% |
| University of Cambridge | 174 | 33 | 17 | 124 | 19% | 10% | 71% |
| Inria | 167 | 55 | 17 | 95 | 33% | 10% | 57% |
| University of Toronto | 165 | 36 | 34 | 95 | 22% | 21% | 58% |
| Chinese Academy of Sciences | 160 | 82 | 11 | 67 | 51% | 7% | 42% |
| University of Edinburgh | 154 | 46 | 7 | 101 | 30% | 5% | 66% |
| New York University | 147 | 27 | 18 | 102 | 18% | 12% | 69% |
| University of Illinois Urbana-Champaign | 139 | 40 | 3 | 96 | 29% | 2% | 69% |
In the 2020s, preprint servers account for 40% of works with a company and no university author (114 of 283), higher than the 13% preprint share on works with a university and no company author (173 of 1,311), and journals account for 58% of works with a university and no company author (757 of 1,311) and 26% of works with a company and no university author (74 of 283). Works from research institutes, nonprofits and government labs with no university or company co-author (497 across all years) are 67% journals (334), 26% conferences (131) and 6% preprints (32).
Among the 11 companies with at least 25 classified works, Anthropic has the highest preprint share at 80% (24 of 30), Meta leads on conference share at 57% (74 of 129), and AT&T leads on journal share at 76% (81 of 107). At Google, the company with the most classified works overall (466), the mix is 39% preprints (180), 34% conferences (157) and 28% journals (129). Among the 137 universities with at least 25 classified works, Massachusetts Institute of Technology leads in volume (618 works: 69% journals, 23% conferences, 8% preprints), TU Wien has the highest journal share at 96.4% (27 of 28), and National Taiwan University has the highest conference share at 67% (31 of 46).
Leading conferences, journals and preprint servers
Across all 12,386 classified works, 2,325 distinct canonical venues appear. arXiv leads all venues with 1,068 works (9% of all classified works, and 96% of all 1,116 preprints), including 478 in the 2020s.
Horizontal bars rank the 15 publication venues with the most works across all years, colored by whether the venue is a conference, journal or preprint server.
Source: OpenAlex (CC0), most-cited works as of 21 October 2026; People of Superintelligence career records as of 22 October 2026. Common spelling and acronym variants of the same conference or preprint server are grouped.
Data table
| Venue | Kind | Works | Works in the 2020s | Works with known employer | Company works | Company share | University works | University share |
|---|---|---|---|---|---|---|---|---|
| arXiv | Preprint server | 1,068 | 478 | 939 | 419 | 45% | 701 | 75% |
| Lecture Notes in Computer Science | Conference | 529 | 57 | 517 | 100 | 19% | 440 | 85% |
| CVPR | Conference | 503 | 116 | 496 | 177 | 36% | 431 | 87% |
| IEEE TPAMI | Journal | 334 | 33 | 329 | 62 | 19% | 296 | 90% |
| Artificial Intelligence | Journal | 221 | 3 | 216 | 29 | 13% | 186 | 86% |
| Nature | Journal | 186 | 61 | 178 | 53 | 30% | 147 | 83% |
| ICCV | Conference | 179 | 45 | 176 | 57 | 32% | 155 | 88% |
| ACL | Conference | 172 | 62 | 168 | 59 | 35% | 143 | 85% |
| Science | Journal | 141 | 22 | 138 | 20 | 14% | 124 | 90% |
| ICRA | Conference | 121 | 31 | 116 | 16 | 14% | 108 | 93% |
| Communications of the ACM | Journal | 120 | 9 | 113 | 32 | 28% | 91 | 81% |
| EMNLP | Conference | 113 | 48 | 111 | 32 | 29% | 96 | 86% |
| Physical Review Letters | Journal | 102 | 4 | 99 | 10 | 10% | 92 | 93% |
| AAAI | Conference | 99 | 27 | 98 | 24 | 24% | 85 | 87% |
| IEEE Transactions on Image Processing | Journal | 96 | 6 | 95 | 18 | 19% | 84 | 88% |
| International Journal of Computer Vision | Journal | 84 | 8 | 84 | 21 | 25% | 75 | 89% |
| Machine Learning | Journal | 82 | 2 | 81 | 12 | 15% | 71 | 88% |
| Pattern Recognition | Journal | 81 | 3 | 79 | 10 | 13% | 71 | 90% |
| ICASSP | Conference | 74 | 8 | 71 | 31 | 44% | 47 | 66% |
| NeurIPS | Conference | 74 | 57 | 55 | 16 | 29% | 39 | 71% |
| IEEE Transactions on Information Theory | Journal | 73 | 1 | 70 | 7 | 10% | 64 | 91% |
| International Journal of Robotics Research | Journal | 71 | 5 | 71 | 12 | 17% | 68 | 96% |
| ACM Computing Surveys | Journal | 66 | 23 | 65 | 11 | 17% | 61 | 94% |
| Proceedings of the IEEE | Journal | 65 | 6 | 63 | 15 | 24% | 54 | 86% |
| KDD | Conference | 63 | 5 | 61 | 17 | 28% | 55 | 90% |
| PNAS | Journal | 58 | 5 | 54 | 6 | 11% | 50 | 93% |
| IROS | Conference | 57 | 19 | 54 | 5 | 9% | 49 | 91% |
| ACM Transactions on Graphics | Journal | 55 | 8 | 55 | 23 | 42% | 46 | 84% |
| Journal of the ACM | Journal | 53 | 1 | 49 | 12 | 24% | 44 | 90% |
| Nature Communications | Journal | 52 | 24 | 49 | 6 | 12% | 44 | 90% |
Among conference venues, Lecture Notes in Computer Science leads with 529 works, followed by CVPR with 503 and ICCV with 179. Among journals, IEEE TPAMI leads with 334 works (4th among all venues), ahead of Artificial Intelligence with 221. Across the 15 leading venues in the chart, company authors appear on the largest share of employer-matched works at arXiv (45%, 419 of 939) and the smallest share at Physical Review Letters (10%, 10 of 99).
Career data comes from the biographies on this site and from OpenAlex author records, as of 22 October 2026. People whose OpenAlex record may be incomplete or mixed are left out of citation figures.