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Interpretable Graph Neural Networks for Connectome-Based Brain Disorder Analysis


Jun 30, 2022
Hejie Cui, Wei Dai, Yanqiao Zhu, Xiaoxiao Li, Lifang He, Carl Yang

* Formal version accepted to MICCAI 2022; previously presented at ICML 2021 Workshop on Interpretable Machine Learning in Healthcare (no proceedings) 

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Data-Efficient Brain Connectome Analysis via Multi-Task Meta-Learning


Jun 09, 2022
Yi Yang, Yanqiao Zhu, Hejie Cui, Xuan Kan, Lifang He, Ying Guo, Carl Yang

* Accepted to KDD 2022 (Health Day), 9 pages 

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A Bird's-Eye Tutorial of Graph Attention Architectures


Jun 06, 2022
Kaustubh D. Dhole, Carl Yang

* 8 pages Tutorial 

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FBNETGEN: Task-aware GNN-based fMRI Analysis via Functional Brain Network Generation


May 29, 2022
Xuan Kan, Hejie Cui, Joshua Lukemire, Ying Guo, Carl Yang

* This paper has been accepted for presentation in MIDL 2022 

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Data-Free Adversarial Knowledge Distillation for Graph Neural Networks


May 08, 2022
Yuanxin Zhuang, Lingjuan Lyu, Chuan Shi, Carl Yang, Lichao Sun

* Accepted by IJCAI 2022. arXiv admin note: text overlap with arXiv:2011.14779, arXiv:1912.11006 by other authors 

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Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation


Apr 11, 2022
Kai Zhang, Yu Wang, Hongyi Wang, Lifu Huang, Carl Yang, Lichao Sun

* Accepted to ACL 2022 Workshop on Federated Learning for Natural Language Processing 

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Shift-Robust Node Classification via Graph Adversarial Clustering


Mar 07, 2022
Qi Zhu, Chao Zhang, Chanyoung Park, Carl Yang, Jiawei Han


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Graph Auto-Encoder Via Neighborhood Wasserstein Reconstruction


Feb 18, 2022
Mingyue Tang, Carl Yang, Pan Li

* ICLR 2022; Code available at https://github.com/mtang724/NWR-GAE 

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Exploiting Data Sparsity in Secure Cross-Platform Social Recommendation


Feb 15, 2022
Jamie Cui, Chaochao Chen, Lingjuan Lyu, Carl Yang, Li Wang


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How Can Graph Neural Networks Help Document Retrieval: A Case Study on CORD19 with Concept Map Generation


Jan 12, 2022
Hejie Cui, Jiaying Lu, Yao Ge, Carl Yang

* This paper has been accepted to the 44th European Conference on Information Retrieval (ECIR) 2022 

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