1.1k citations · 1.2k across the 11 of their papers we have counts for
Showing 2019Show all
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stat.ML2019★ 70 cited
Contrastive Learning of Structured World Models
Thomas Kipf, Elise van der Pol, Max Welling
A structured understanding of our world in terms of objects, relations, and hierarchies is an important component of human cognition. Learning such a structured world model from ra…
cs.LG2019★ 25 cited
Image-Conditioned Graph Generation for Road Network Extraction
Davide Belli, Thomas Kipf
Deep generative models for graphs have shown great promise in the area of drug design, but have so far found little application beyond generating graph-structured molecules. In thi…
cs.DB2019
Estimating Cardinalities with Deep Sketches
Andreas Kipf, Dimitri Vorona, Jonas Müller +6
We introduce Deep Sketches, which are compact models of databases that allow us to estimate the result sizes of SQL queries. Deep Sketches are powered by a new deep learning approa…