808 citations · 1.4k across the 52 of their papers we have counts for
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cs.LG2017★ 75 cited
Learning Graph Representations with Embedding Propagation
Alberto Garcia-Duran, Mathias Niepert
We propose Embedding Propagation (EP), an unsupervised learning framework for graph-structured data. EP learns vector representations of graphs by passing two types of messages bet…
cs.LG2017★ 10 cited
Answering Visual-Relational Queries in Web-Extracted Knowledge Graphs
Daniel Oñoro-Rubio, Mathias Niepert, Alberto García-Durán +2
A visual-relational knowledge graph (KG) is a multi-relational graph whose entities are associated with images. We explore novel machine learning approaches for answering visual-re…