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Picture for Qi Liu

Qi Liu

Department of Automation, Shanghai Jiao Tong University, Shanghai, China, Key Laboratory of System Control and Information Processing, Ministry of Education of China, Shanghai, China, Shanghai Engineering Research Center of Intelligent Control and Management, Shanghai, China

Model Inversion Attacks against Graph Neural Networks


Sep 19, 2022
Zaixi Zhang, Qi Liu, Zhenya Huang, Hao Wang, Chee-Kong Lee, Enhong Chen

* Accepted by TKDE. arXiv admin note: substantial text overlap with arXiv:2106.02820 

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Cross-scale Attention Guided Multi-instance Learning for Crohn's Disease Diagnosis with Pathological Images


Aug 15, 2022
Ruining Deng, Can Cui, Lucas W. Remedios, Shunxing Bao, R. Michael Womick, Sophie Chiron, Jia Li, Joseph T. Roland, Ken S. Lau, Qi Liu, Keith T. Wilson, Yaohong Wang, Lori A. Coburn, Bennett A. Landman, Yuankai Huo


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Causal Machine Learning: A Survey and Open Problems


Jun 30, 2022
Jean Kaddour, Aengus Lynch, Qi Liu, Matt J. Kusner, Ricardo Silva


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Evaluating Self-Supervised Learning for Molecular Graph Embeddings


Jun 16, 2022
Hanchen Wang, Jean Kaddour, Shengchao Liu, Jian Tang, Matt Kusner, Joan Lasenby, Qi Liu


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Augmenting Message Passing by Retrieving Similar Graphs


Jun 01, 2022
Dingmin Wang, Shengchao Liu, Hanchen Wang, Linfeng Song, Jian Tang, Song Le, Bernardo Cuenca Grau, Qi Liu


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Context-Aware Video Reconstruction for Rolling Shutter Cameras


May 25, 2022
Bin Fan, Yuchao Dai, Zhiyuan Zhang, Qi Liu, Mingyi He

* Accepted to IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2022) 

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Graph Adaptive Semantic Transfer for Cross-domain Sentiment Classification


May 18, 2022
Kai Zhang, Qi Liu, Zhenya Huang, Mingyue Cheng, Kun Zhang, Mengdi Zhang, Wei Wu, Enhong Chen

* 11 pages, 7 figures, Sigir 2022 

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Incorporating Dynamic Semantics into Pre-Trained Language Model for Aspect-based Sentiment Analysis


Mar 30, 2022
Kai Zhang, Kun Zhang, Mengdi Zhang, Hongke Zhao, Qi Liu, Wei Wu, Enhong Chen

* 14 pages, 6 figures 

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Asynchronous Decentralized Federated Learning for Collaborative Fault Diagnosis of PV Stations


Feb 28, 2022
Qi Liu, Bo Yang, Zhaojian Wang, Dafeng Zhu, Xinyi Wang, Kai Ma, Xinping Guan


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Ligandformer: A Graph Neural Network for Predicting Compound Property with Robust Interpretation


Feb 24, 2022
Jinjiang Guo, Qi Liu, Han Guo, Xi Lu

* 7 pages, 4 figures 

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