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Neural Execution Engines: Learning to Execute Subroutines


Jun 23, 2020
Yujun Yan, Kevin Swersky, Danai Koutra, Parthasarathy Ranganathan, Milad Hashemi


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Generalizing Graph Neural Networks Beyond Homophily


Jun 20, 2020
Jiong Zhu, Yujun Yan, Lingxiao Zhao, Mark Heimann, Leman Akoglu, Danai Koutra


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Consistent Network Alignment with Node Embedding


May 10, 2020
Xiyuan Chen, Mark Heimann, Fatemeh Vahedian, Danai Koutra

* 4 pages, 4 figures 

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Improving the Utility of Knowledge Graph Embeddings with Calibration


Apr 02, 2020
Tara Safavi, Danai Koutra, Edgar Meij


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What is Normal, What is Strange, and What is Missing in a Knowledge Graph: Unified Characterization via Inductive Summarization


Mar 23, 2020
Caleb Belth, Xinyi Zheng, Jilles Vreeken, Danai Koutra

* 10 pages, plus 2 pages of references. 5 figures. Accepted at The Web Conference 2020 

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From Community to Role-based Graph Embeddings


Aug 22, 2019
Ryan A. Rossi, Di Jin, Sungchul Kim, Nesreen K. Ahmed, Danai Koutra, John Boaz Lee


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RECS: Robust Graph Embedding Using Connection Subgraphs


Sep 05, 2018
Saba A. Al-Sayouri, Danai Koutra, Evangelos E. Papalexakis, Sarah S. Lam


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t-PINE: Tensor-based Predictable and Interpretable Node Embeddings


May 03, 2018
Saba A. Al-Sayouri, Ekta Gujral, Danai Koutra, Evangelos E. Papalexakis, Sarah S. Lam


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Linearized and Single-Pass Belief Propagation


Oct 16, 2014
Wolfgang Gatterbauer, Stephan Günnemann, Danai Koutra, Christos Faloutsos

* 17 pages, 11 figures, 4 algorithms. Includes following major changes since v1: renaming of "turbo BP" to "single-pass BP", convergence criteria now give sufficient *and* necessary conditions, more detailed experiments, more detailed comparison with prior BP convergence results, overall improved exposition 

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