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Learning Contextualized Knowledge Structures for Commonsense Reasoning

Oct 24, 2020
Jun Yan, Mrigank Raman, Tianyu Zhang, Ryan Rossi, Handong Zhao, Sungchul Kim, Nedim Lipka, Xiang Ren


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Learning to Deceive Knowledge Graph Augmented Models via Targeted Perturbation

Oct 24, 2020
Mrigank Raman, Siddhant Agarwal, Peifeng Wang, Aaron Chan, Hansen Wang, Sungchul Kim, Ryan Rossi, Handong Zhao, Nedim Lipka, Xiang Ren

* 13 pages, 9 figures 

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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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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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From Static to Dynamic Node Embeddings

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


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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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Figure Captioning with Reasoning and Sequence-Level Training

Jun 07, 2019
Charles Chen, Ruiyi Zhang, Eunyee Koh, Sungchul Kim, Scott Cohen, Tong Yu, Ryan Rossi, Razvan Bunescu


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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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