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DistGNN: Scalable Distributed Training for Large-Scale Graph Neural Networks


Apr 16, 2021
Vasimuddin Md, Sanchit Misra, Guixiang Ma, Ramanarayan Mohanty, Evangelos Georganas, Alexander Heinecke, Dhiraj Kalamkar, Nesreen K. Ahmed, Sasikanth Avancha


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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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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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A Vertex Cut based Framework for Load Balancing and Parallelism Optimization in Multi-core Systems


Oct 09, 2020
Guixiang Ma, Yao Xiao, Theodore L. Willke, Nesreen K. Ahmed, Shahin Nazarian, Paul Bogdan


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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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Deep Graph Similarity Learning: A Survey


Dec 25, 2019
Guixiang Ma, Nesreen K. Ahmed, Theodore L. Willke, Philip S. Yu


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Temporal Network Sampling


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


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A View on Deep Reinforcement Learning in System Optimization


Sep 04, 2019
Ameer Haj-Ali, Nesreen K. Ahmed, Ted Willke, Joseph Gonzalez, Krste Asanovic, Ion Stoica


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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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Deep Reinforcement Learning in System Optimization


Aug 07, 2019
Ameer Haj-Ali, Nesreen K. Ahmed, Ted Willke, Joseph Gonzalez, Krste Asanovic, Ion Stoica


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Network Shrinkage Estimation


Aug 02, 2019
Nesreen K. Ahmed, Nick Duffield


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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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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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Learning Role-based Graph Embeddings


Jul 02, 2018
Nesreen K. Ahmed, Ryan Rossi, John Boaz Lee, Theodore L. Willke, Rong Zhou, Xiangnan Kong, Hoda Eldardiry

* StarAI workshop @ IJCAI 2018 

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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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Relational Similarity Machines


Aug 02, 2016
Ryan A. Rossi, Rong Zhou, Nesreen K. Ahmed

* MLG16 

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Graphlet Decomposition: Framework, Algorithms, and Applications


Feb 15, 2016
Nesreen K. Ahmed, Jennifer Neville, Ryan A. Rossi, Nick Duffield, Theodore L. Willke


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A Web-based Interactive Visual Graph Analytics Platform


Feb 02, 2015
Nesreen K. Ahmed, Ryan A. Rossi


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