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Reviewers in the wild

The CS expert database: 1,777,551 experts · 2,837,695 papers in CCF A–C and ICORE A*–C venues · 10 venue-derived domains · snapshot 2026-09-22.

Experts who meet the recruitment bar

The bar is a setting of the venue, one per role; it is edited on its own page.
Reviewer bar: SIGMOD, VLDB, ICDE, PODS, SIGKDD · junior 2+ first-author in 5y or senior 4+ papers in 5y · change the bar
List the experts who meet it

Experts by research domain — the database's own venue-derived domains; a paper can belong to several; active = at least one paper since 2021

Experts by expertise

The expertise taxonomy: 90,661 topics extracted from 634,694 papers of 537,692 experts, organised under the ten CCF categories and 168 areas. Pick a category, then narrow down to a topic; every level lists its experts by weight.
Computer graphics and multimedia›Rendering›ray tracing›path tracing›gradient-domain path tracing topic 3 papers · 14 experts
Experts on gradient-domain path tracing 14 · by weight: papers on the topic counted with recency (1 for a paper about it, 0.3 as context, halved every five years)
ExpertWeight Papers on topicLast on topic All papersLastORCID
Matthias Zwicker
dblp:z/MatthiasZwicker
0.5 22016 109 · 29 since 2021 2026 verified
Frédo Durand
dblp:87/2617
0.5 22016 188 · 21 since 2021 2026 corroborated
Jaakko Lehtinen
dblp:71/4075
0.5 22016 56 · 13 since 2021 2026 corroborated
Markus Kettunen 0001
dblp:18/1308-1
0.5 22016 14 · 10 since 2021 2026 verified
Marco Manzi
dblp:139/0398
0.5 22016 11 · 6 since 2021 2026 corroborated
Steve Marschner
dblp:m/StephenRMarschner
0.3 12018 72 · 15 since 2021 2026 verified
Jan Novák
dblp:78/9296
0.3 12018 37 · 7 since 2021 2024 conflict
Derek Bradley
dblp:57/3202
0.3 12018 71 · 22 since 2021 2026 verified
Thabo Beeler
dblp:46/8294
0.3 12018 79 · 37 since 2021 2026 verified
Paulo F. U. Gotardo
dblp:33/4206
0.3 12018 38 · 20 since 2021 2026 reported
Parsa Mirdehghan
dblp:230/1343
0.3 12018 6 · 3 since 2021 2024 corroborated
Zdravko Velinov
dblp:190/8192
0.3 12018 4 · 1 since 2021 2023 corroborated
Marios Papas
dblp:09/2042
0.3 12018 21 · 10 since 2021 2026 corroborated
Miika Aittala
dblp:09/8222
0.2 12015 31 · 14 since 2021 2025 corroborated
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