Jake Topping

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Demo Data from VLDB 2026 / reviewers in the wild / expert

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2ranked-venue papers

1as first author

2since 2021 · last 2022

—ORCID · none

Domains — the database's venue-derived domains; a paper can count in several

Artificial intelligence and machine learning · 2 · 1 first-author · 2 since 2021Applied, interdisciplinary, general and emerging computing · 1 · 1 since 2021

Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.

Artificial intelligence

1 paper

Graph learning · 100%

Topics — the 5 heaviest of 5, each with the papers that count most for it

Topic	Weight	Papers	Last	Evidence papers
Machine learning › Graph learning › graph neural network › graph rewiring curvature-based rewiring	0.6	1	2022	Understanding over-squashing and bottlenecks on graphs via curvature · ICLR 2022
Machine learning › Graph learning graph neural network	0.6	1	2022	Understanding over-squashing and bottlenecks on graphs via curvature · ICLR 2022
Machine learning › Graph learning › graph neural network graph rewiring	0.6	1	2022	Understanding over-squashing and bottlenecks on graphs via curvature · ICLR 2022
Machine learning › Graph learning › graph neural network message passing	0.6	1	2022	Understanding over-squashing and bottlenecks on graphs via curvature · ICLR 2022
Machine learning › Graph learning › graph neural network › deep graph neural network over-squashing	0.6	1	2022	Understanding over-squashing and bottlenecks on graphs via curvature · ICLR 2022

Methods — techniques the papers use, named apart from their topics

ricci curvature · 0.6discrete graph curvature · 0.6

Year	Publication	Venue	Position
2022	Comparing Machine and Human Learning in a Planning Task of Intermediate Complexity Zheyang (Sam) Zheng, Xinlei (Daisy) Lin, Jake Topping, Wei Ji Ma	CogSci	3
2022	Understanding over-squashing and bottlenecks on graphs via curvature Jake Topping, Francesco Di Giovanni, Benjamin Paul Chamberlain, Xiaowen Dong 0001, Michael M. Bronstein	ICLR	1