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Graph similarity learning for change-point detection in dynamic networks



Deborah Sulem , Henry Kenlay , Mihai Cucuringu , Xiaowen Dong

* 33 pages, 21 figures, 5 tables 

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DAMNETS: A Deep Autoregressive Model for Generating Markovian Network Time Series



Jase Clarkson , Mihai Cucuringu , Andrew Elliott , Gesine Reinert

* 12 pages, 10 figures, 2 tables 

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PyTorch Geometric Signed Directed: A Survey and Software on Graph Neural Networks for Signed and Directed Graphs



Yixuan He , Xitong Zhang , Junjie Huang , Mihai Cucuringu , Gesine Reinert

* 11 pages, 2 figures 

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GNNRank: Learning Global Rankings from Pairwise Comparisons via Directed Graph Neural Networks



Yixuan He , Quan Gan , David Wipf , Gesine Reinert , Junchi Yan , Mihai Cucuringu

* 33 pages (8 pages for main text) 

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Lead-lag detection and network clustering for multivariate time series with an application to the US equity market



Stefanos Bennett , Mihai Cucuringu , Gesine Reinert

* 29 pages, 28 figures; preliminary version appeared at KDD 2021 - 7th SIGKKDD Workshop on Mining and Learning from Time Series (MiLeTS) 

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Local2Global: A distributed approach for scaling representation learning on graphs



Lucas G. S. Jeub , Giovanni Colavizza , Xiaowen Dong , Marya Bazzi , Mihai Cucuringu

* 25 pages, 6 figures. arXiv admin note: substantial text overlap with arXiv:2107.12224 

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SSSNET: Semi-Supervised Signed Network Clustering



Yixuan He , Gesine Reinert , Songchao Wang , Mihai Cucuringu

* 14 pages 

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Local2Global: Scaling global representation learning on graphs via local training



Lucas G. S. Jeub , Giovanni Colavizza , Xiaowen Dong , Marya Bazzi , Mihai Cucuringu

* 5 pages, 1 figure, to appear at DLG-KDD '21 

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DUKweb: Diachronic word representations from the UK Web Archive corpus



Adam Tsakalidis , Pierpaolo Basile , Marya Bazzi , Mihai Cucuringu , Barbara McGillivray

* 24 pages, 6 figures 

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DIGRAC: Digraph Clustering with Flow Imbalance



Yixuan He , Gesine Reinert , Mihai Cucuringu

* 33 pages (10 pages for main text) 

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