15 citations · 29 across the 6 of their papers we have counts for
6 papers
Link Prediction with Untrained Message Passing Layers
Lisi Qarkaxhija, Anatol E. Wegner, Ingo Scholtes
Message passing neural networks (MPNNs) operate on graphs by exchanging information between neigbouring nodes. MPNNs have been successfully applied to various node-, edge-, and gra…
Nonparametric inference of higher order interaction patterns in networks
Anatol E. Wegner, Sofia C. Olhede
We propose a method for obtaining parsimonious decompositions of networks into higher order interactions which can take the form of arbitrary motifs.The method is based on a class…
Atomic subgraphs and the statistical mechanics of networks
Anatol E. Wegner, Sofia Olhede
We develop random graph models where graphs are generated by connecting not only pairs of vertices by edges but also larger subsets of vertices by copies of small atomic subgraphs…
Identifying networks with common organizational principles
Anatol E. Wegner, Luis Ospina-Forero, Robert E. Gaunt +2
Many complex systems can be represented as networks, and the problem of network comparison is becoming increasingly relevant. There are many techniques for network comparison, from…
Motif Conservation Laws for the Configuration Model
Anatol E. Wegner
The observation that some subgraphs, called motifs, appear more often in real networks than in their randomized counterparts has attracted much attention in the scientific communit…
Subgraph covers -- An information theoretic approach to motif analysis in networks
Anatol E. Wegner
Many real world networks contain a statistically surprising number of certain subgraphs, called network motifs. In the prevalent approach to motif analysis, network motifs are dete…