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SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction


Sep 24, 2021
Yuxin Xiao, Zecheng Zhang, Yuning Mao, Carl Yang, Jiawei Han


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Structure-Aware Hard Negative Mining for Heterogeneous Graph Contrastive Learning


Aug 31, 2021
Yanqiao Zhu, Yichen Xu, Hejie Cui, Carl Yang, Qiang Liu, Shu Wu

* KDD Workshop on Deep Learning on Graphs: Method and Applications ([email protected] 2021) 

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Understanding Structural Vulnerability in Graph Convolutional Networks


Aug 13, 2021
Liang Chen, Jintang Li, Qibiao Peng, Yang Liu, Zibin Zheng, Carl Yang

* 7 pages, 5 figures; Published at IJCAI 2021 

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Effective and Interpretable fMRI Analysis via Functional Brain Network Generation


Jul 23, 2021
Xuan Kan, Hejie Cui, Ying Guo, Carl Yang

* This paper has been accepted for ICML 2021 Workshop for Interpretable Machine Learning in Healthcare 

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Federated Graph Classification over Non-IID Graphs


Jul 23, 2021
Han Xie, Jing Ma, Li Xiong, Carl Yang


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Subgraph Federated Learning with Missing Neighbor Generation


Jul 22, 2021
Ke Zhang, Carl Yang, Xiaoxiao Li, Lichao Sun, Siu Ming Yiu


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BrainNNExplainer: An Interpretable Graph Neural Network Framework for Brain Network based Disease Analysis


Jul 11, 2021
Hejie Cui, Wei Dai, Yanqiao Zhu, Xiaoxiao Li, Lifang He, Carl Yang

* This paper has been accepted to ICML 2021 Workshop on Interpretable Machine Learning in Healthcare 

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Zero-Shot Scene Graph Relation Prediction through Commonsense Knowledge Integration


Jul 11, 2021
Xuan Kan, Hejie Cui, Carl Yang

* This paper has been accepted for presentation in the Research Track of ECML-PKDD 2021 

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Joint Embedding of Structural and Functional Brain Networks with Graph Neural Networks for Mental Illness Diagnosis


Jul 07, 2021
Yanqiao Zhu, Hejie Cui, Lifang He, Lichao Sun, Carl Yang

* Accepted to ICML 2021 Workshop on Computational Approaches to Mental Health 

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On Positional and Structural Node Features for Graph Neural Networks on Non-attributed Graphs


Jul 03, 2021
Hejie Cui, Zijie Lu, Pan Li, Carl Yang

* This paper has been accepted to the Sixth International Workshop on Deep Learning on Graphs (DLG-KDD'21) (co-located with KDD'21) 

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Controllable Gradient Item Retrieval


May 31, 2021
Haonan Wang, Chang Zhou, Carl Yang, Hongxia Yang, Jingrui He

* Accepted by The International World Wide Web Conference (WWW), 2021 

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Graph Entropy Guided Node Embedding Dimension Selection for Graph Neural Networks


May 24, 2021
Gongxu Luo, Jianxin Li, Hao Peng, Carl Yang, Lichao Sun, Philip S. Yu, Lifang He

* Accept by IJCAI 2021 

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Multi-Facet Recommender Networks with Spherical Optimization


Mar 27, 2021
Yanchao Tan, Carl Yang, Xiangyu Wei, Yun Ma, Xiaolin Zheng

* Accept by ICDE 2021 

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Transfer Learning of Graph Neural Networks with Ego-graph Information Maximization


Sep 11, 2020
Qi Zhu, Yidan Xu, Haonan Wang, Chao Zhang, Jiawei Han, Carl Yang


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GCN for HIN via Implicit Utilization of Attention and Meta-paths


Jul 06, 2020
Di Jin, Zhizhi Yu, Dongxiao He, Carl Yang, Philip S. Yu, Jiawei Han


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Unsupervised Differentiable Multi-aspect Network Embedding


Jun 12, 2020
Chanyoung Park, Carl Yang, Qi Zhu, Donghyun Kim, Hwanjo Yu, Jiawei Han

* KDD 2020 (Research Track). 9 Pages + Appendix (2 Pages). Source code can be found https://github.com/pcy1302/asp2vec 

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Secure Network Release with Link Privacy


May 16, 2020
Carl Yang, Haonan Wang, Lichao Sun, Bo Li

* Preprint. Under review 

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Heterogeneous Network Representation Learning: Survey, Benchmark, Evaluation, and Beyond


Apr 01, 2020
Carl Yang, Yuxin Xiao, Yu Zhang, Yizhou Sun, Jiawei Han

* 15 pages (12-page content + 3-page reference), under review VLDB 2021 

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cube2net: Efficient Query-Specific Network Construction with Data Cube Organization


Jan 18, 2020
Carl Yang, Mengxiong Liu, Frank He, Jian Peng, Jiawei Han

* Full paper of the extended abstract published in ICDMW 2019 

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Relation Learning on Social Networks with Multi-Modal Graph Edge Variational Autoencoders


Nov 04, 2019
Carl Yang, Jieyu Zhang, Haonan Wang, Sha Li, Myungwan Kim, Matt Walker, Yiou Xiao, Jiawei Han

* To appear in WSDM 2020 

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I Know You'll Be Back: Interpretable New User Clustering and Churn Prediction on a Mobile Social Application


Sep 29, 2019
Carl Yang, Xiaolin Shi, Jie Luo, Jiawei Han

* Published at KDD 2018 

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Place Deduplication with Embeddings


Sep 29, 2019
Carl Yang, Do Huy Hoang, Tomas Mikolov, Jiawei Han

* Published at WWW 2019 

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Query-Specific Knowledge Summarization with Entity Evolutionary Networks


Sep 29, 2019
Carl Yang, Lingrui Gan, Zongyi Wang, Jiaming Shen, Jinfeng Xiao, Jiawei Han

* published in CIKM 2019 

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