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COVI-AgentSim: an Agent-based Model for Evaluating Methods of Digital Contact Tracing


Oct 30, 2020
Prateek Gupta, Tegan Maharaj, Martin Weiss, Nasim Rahaman, Hannah Alsdurf, Abhinav Sharma, Nanor Minoyan, Soren Harnois-Leblanc, Victor Schmidt, Pierre-Luc St. Charles, Tristan Deleu, Andrew Williams, Akshay Patel, Meng Qu, Olexa Bilaniuk, Gaétan Marceau Caron, Pierre Luc Carrier, Satya Ortiz-Gagné, Marc-Andre Rousseau, David Buckeridge, Joumana Ghosn, Yang Zhang, Bernhard Schölkopf, Jian Tang, Irina Rish, Christopher Pal, Joanna Merckx, Eilif B. Muller, Yoshua Bengio


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Predicting Infectiousness for Proactive Contact Tracing


Oct 23, 2020
Yoshua Bengio, Prateek Gupta, Tegan Maharaj, Nasim Rahaman, Martin Weiss, Tristan Deleu, Eilif Muller, Meng Qu, Victor Schmidt, Pierre-Luc St-Charles, Hannah Alsdurf, Olexa Bilanuik, David Buckeridge, Gáetan Marceau Caron, Pierre-Luc Carrier, Joumana Ghosn, Satya Ortiz-Gagne, Chris Pal, Irina Rish, Bernhard Schölkopf, Abhinav Sharma, Jian Tang, Andrew Williams


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RNNLogic: Learning Logic Rules for Reasoning on Knowledge Graphs


Oct 08, 2020
Meng Qu, Junkun Chen, Louis-Pascal Xhonneux, Yoshua Bengio, Jian Tang


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Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs


Jul 05, 2020
Meng Qu, Tianyu Gao, Louis-Pascal A. C. Xhonneux, Jian Tang

* icml2020 

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Graph Policy Network for Transferable Active Learning on Graphs


Jun 24, 2020
Shengding Hu, Zheng Xiong, Meng Qu, Xingdi Yuan, Marc-Alexandre Côté, Zhiyuan Liu, Jian Tang


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COVI White Paper


May 18, 2020
Hannah Alsdurf, Yoshua Bengio, Tristan Deleu, Prateek Gupta, Daphne Ippolito, Richard Janda, Max Jarvie, Tyler Kolody, Sekoul Krastev, Tegan Maharaj, Robert Obryk, Dan Pilat, Valerie Pisano, Benjamin Prud'homme, Meng Qu, Nasim Rahaman, Irina Rish, Jean-Franois Rousseau, Abhinav Sharma, Brooke Struck, Jian Tang, Martin Weiss, Yun William Yu

* 63 pages, 1 figure 

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Continuous Graph Neural Networks


Dec 02, 2019
Louis-Pascal A. C. Xhonneux, Meng Qu, Jian Tang


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GraphMix: Regularized Training of Graph Neural Networks for Semi-Supervised Learning


Sep 25, 2019
Vikas Verma, Meng Qu, Alex Lamb, Yoshua Bengio, Juho Kannala, Jian Tang


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Collaborative Policy Learning for Open Knowledge Graph Reasoning


Aug 31, 2019
Cong Fu, Tong Chen, Meng Qu, Woojeong Jin, Xiang Ren


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Weakly-supervised Knowledge Graph Alignment with Adversarial Learning


Jul 06, 2019
Meng Qu, Jian Tang, Yoshua Bengio


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Probabilistic Logic Neural Networks for Reasoning


Jun 20, 2019
Meng Qu, Jian Tang


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vGraph: A Generative Model for Joint Community Detection and Node Representation Learning


Jun 18, 2019
Fan-Yun Sun, Meng Qu, Jordan Hoffmann, Chin-Wei Huang, Jian Tang

* In submission 

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GMNN: Graph Markov Neural Networks


May 15, 2019
Meng Qu, Yoshua Bengio, Jian Tang

* icml 2019 

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GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding


Mar 02, 2019
Zhaocheng Zhu, Shizhen Xu, Meng Qu, Jian Tang

* accepted at WWW 2019 

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Learning Dual Retrieval Module for Semi-supervised Relation Extraction


Feb 22, 2019
Hongtao Lin, Jun Yan, Meng Qu, Xiang Ren

* 10 pages, 2-page references. Accepted to The Web Conference 2019 

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Weakly-supervised Relation Extraction by Pattern-enhanced Embedding Learning


Dec 26, 2017
Meng Qu, Xiang Ren, Yu Zhang, Jiawei Han


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An Attention-based Collaboration Framework for Multi-View Network Representation Learning


Sep 19, 2017
Meng Qu, Jian Tang, Jingbo Shang, Xiang Ren, Ming Zhang, Jiawei Han

* CIKM 2017 

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Automatic Synonym Discovery with Knowledge Bases


Jun 25, 2017
Meng Qu, Xiang Ren, Jiawei Han


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CoType: Joint Extraction of Typed Entities and Relations with Knowledge Bases


Jun 02, 2017
Xiang Ren, Zeqiu Wu, Wenqi He, Meng Qu, Clare R. Voss, Heng Ji, Tarek F. Abdelzaher, Jiawei Han

* WWW 2017 

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Identity-sensitive Word Embedding through Heterogeneous Networks


Nov 29, 2016
Jian Tang, Meng Qu, Qiaozhu Mei


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Meta-Path Guided Embedding for Similarity Search in Large-Scale Heterogeneous Information Networks


Oct 31, 2016
Jingbo Shang, Meng Qu, Jialu Liu, Lance M. Kaplan, Jiawei Han, Jian Peng


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Label Noise Reduction in Entity Typing by Heterogeneous Partial-Label Embedding


Feb 17, 2016
Xiang Ren, Wenqi He, Meng Qu, Clare R. Voss, Heng Ji, Jiawei Han

* Submitted to KDD 2016. 11 pages 

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PTE: Predictive Text Embedding through Large-scale Heterogeneous Text Networks


Aug 02, 2015
Jian Tang, Meng Qu, Qiaozhu Mei

* KDD 2015 

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LINE: Large-scale Information Network Embedding


Mar 12, 2015
Jian Tang, Meng Qu, Mingzhe Wang, Ming Zhang, Jun Yan, Qiaozhu Mei

* WWW 2015 

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