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Influence-guided Data Augmentation for Neural Tensor Completion


Aug 23, 2021
Sejoon Oh, Sungchul Kim, Ryan A. Rossi, Srijan Kumar

* Accepted for publication at 30th ACM International Conference on Information and Knowledge Management (ACM CIKM 2021). Code and data: https://github.com/srijankr/DAIN 

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Edge: Enriching Knowledge Graph Embeddings with External Text


Apr 11, 2021
Saed Rezayi, Handong Zhao, Sungchul Kim, Ryan A. Rossi, Nedim Lipka, Sheng Li

* Accepted in NAACL'21 

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Insight-centric Visualization Recommendation


Mar 21, 2021
Camille Harris, Ryan A. Rossi, Sana Malik, Jane Hoffswell, Fan Du, Tak Yeon Lee, Eunyee Koh, Handong Zhao


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Personalized Visualization Recommendation


Feb 12, 2021
Xin Qian, Ryan A. Rossi, Fan Du, Sungchul Kim, Eunyee Koh, Sana Malik, Tak Yeon Lee, Nesreen K. Ahmed

* 37 pages, 6 figures 

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Fundamental Tradeoffs in Distributionally Adversarial Training


Jan 15, 2021
Mohammad Mehrabi, Adel Javanmard, Ryan A. Rossi, Anup Rao, Tung Mai

* 23 pages, 3 figures 

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Heterogeneous Graphlets


Oct 23, 2020
Ryan A. Rossi, Nesreen K. Ahmed, Aldo Carranza, David Arbour, Anup Rao, Sungchul Kim, Eunyee Koh

* arXiv admin note: substantial text overlap with arXiv:1901.10026 

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Graph Deep Factors for Forecasting


Oct 14, 2020
Hongjie Chen, Ryan A. Rossi, Kanak Mahadik, Sungchul Kim, Hoda Eldardiry

* 18 pages, 7 figures, submitted to MLSys 2021 

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Graph Neural Networks with Heterophily


Sep 28, 2020
Jiong Zhu, Ryan A. Rossi, Anup Rao, Tung Mai, Nedim Lipka, Nesreen K. Ahmed, Danai Koutra


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A Context Integrated Relational Spatio-Temporal Model for Demand and Supply Forecasting


Sep 25, 2020
Hongjie Chen, Ryan A. Rossi, Kanak Mahadik, Hoda Eldardiry

* 9 pages, 6 figures, submitted to AAAI 

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ML-based Visualization Recommendation: Learning to Recommend Visualizations from Data


Sep 25, 2020
Xin Qian, Ryan A. Rossi, Fan Du, Sungchul Kim, Eunyee Koh, Sana Malik, Tak Yeon Lee, Joel Chan

* 17 pages, 7 figures 

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Automating Outlier Detection via Meta-Learning


Sep 22, 2020
Yue Zhao, Ryan A. Rossi, Leman Akoglu

* 17 pages 

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From Static to Dynamic Node Embeddings


Sep 21, 2020
Di Jin, Sungchul Kim, Ryan A. Rossi, Danai Koutra


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Structured Policy Iteration for Linear Quadratic Regulator


Jul 13, 2020
Youngsuk Park, Ryan A. Rossi, Zheng Wen, Gang Wu, Handong Zhao


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Temporal Network Sampling


Oct 18, 2019
Nesreen K. Ahmed, Nick Duffield, Ryan A. Rossi


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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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Higher-Order Ranking and Link Prediction: From Closing Triangles to Closing Higher-Order Motifs


Jun 12, 2019
Ryan A. Rossi, Anup Rao, Sungchul Kim, Eunyee Koh, Nesreen K. Ahmed, Gang Wu


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Temporal Network Representation Learning


Apr 12, 2019
John Boaz Lee, Giang Nguyen, Ryan A. Rossi, Nesreen K. Ahmed, Eunyee Koh, Sungchul Kim


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Heterogeneous Network Motifs


Feb 04, 2019
Ryan A. Rossi, Nesreen K. Ahmed, Aldo Carranza, David Arbour, Anup Rao, Sungchul Kim, Eunyee Koh


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Higher-order Graph Convolutional Networks


Sep 12, 2018
John Boaz Lee, Ryan A. Rossi, Xiangnan Kong, Sungchul Kim, Eunyee Koh, Anup Rao


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Attention Models in Graphs: A Survey


Jul 20, 2018
John Boaz Lee, Ryan A. Rossi, Sungchul Kim, Nesreen K. Ahmed, Eunyee Koh


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HONE: Higher-Order Network Embeddings


May 30, 2018
Ryan A. Rossi, Nesreen K. Ahmed, Eunyee Koh, Sungchul Kim, Anup Rao, Yasin Abbasi Yadkori


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Predicting Graph Categories from Structural Properties


May 07, 2018
James P. Canning, Emma E. Ingram, Sammantha Nowak-Wolff, Adriana M. Ortiz, Nesreen K. Ahmed, Ryan A. Rossi, Karl R. B. Schmitt, Sucheta Soundarajan


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Inductive Representation Learning in Large Attributed Graphs


Nov 22, 2017
Nesreen K. Ahmed, Ryan A. Rossi, Rong Zhou, John Boaz Lee, Xiangnan Kong, Theodore L. Willke, Hoda Eldardiry

* NIPS WiML 

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Similarity-based Multi-label Learning


Oct 27, 2017
Ryan A. Rossi, Nesreen K. Ahmed, Hoda Eldardiry, Rong Zhou


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Deep Feature Learning for Graphs


Oct 16, 2017
Ryan A. Rossi, Rong Zhou, Nesreen K. Ahmed


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A Framework for Generalizing Graph-based Representation Learning Methods


Sep 14, 2017
Nesreen K. Ahmed, Ryan A. Rossi, Rong Zhou, John Boaz Lee, Xiangnan Kong, Theodore L. Willke, Hoda Eldardiry


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Network Classification and Categorization


Sep 13, 2017
James P. Canning, Emma E. Ingram, Sammantha Nowak-Wolff, Adriana M. Ortiz, Nesreen K. Ahmed, Ryan A. Rossi, Karl R. B. Schmitt, Sucheta Soundarajan


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Estimation of Graphlet Statistics


Feb 28, 2017
Ryan A. Rossi, Rong Zhou, Nesreen K. Ahmed


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Revisiting Role Discovery in Networks: From Node to Edge Roles


Nov 07, 2016
Nesreen K. Ahmed, Ryan A. Rossi, Theodore L. Willke, Rong Zhou


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