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Lifelong Generative Learning via Knowledge Reconstruction


Jan 17, 2022
Libo Huang, Zhulin An, Xiang Zhi, Yongjun Xu


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Towards Robust Knowledge Graph Embedding via Multi-task Reinforcement Learning


Nov 11, 2021
Zhao Zhang, Fuzhen Zhuang, Hengshu Zhu, Chao Li, Hui Xiong, Qing He, Yongjun Xu

* Accepted to TKDE 

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Time-Varying Channel Prediction for RIS-Assisted MU-MISO Networks via Deep Learning


Nov 09, 2021
Wangyang Xu, Jiancheng An, Yongjun Xu, Chongwen Huang, Lu Gan, Chau Yuen

* 30 pages, 13 figures 

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Convolutional Autoencoder-Based Phase Shift Feedback Compression for Intelligent Reflecting Surface-Assisted Wireless Systems


Oct 27, 2021
Xianhua Yu, Dong Li, Yongjun Xu, Ying-Chang Liang


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Knowledge Distillation Using Hierarchical Self-Supervision Augmented Distribution


Sep 07, 2021
Chuanguang Yang, Zhulin An, Linhang Cai, Yongjun Xu

* 15 pages, an extension of Hierarchical Self-supervised Augmented Knowledge Distillation published at IJCAI-2021 

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Heterogeneous Graph Neural Network with Multi-view Representation Learning


Aug 31, 2021
Zezhi Shao, Yongjun Xu, Wei Wei, Fei Wang, Zhao Zhang, Feida Zhu


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Hierarchical Self-supervised Augmented Knowledge Distillation


Jul 29, 2021
Chuanguang Yang, Zhulin An, Linhang Cai, Yongjun Xu

* 7 pages, IJCAI-2021 

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Mutual Contrastive Learning for Visual Representation Learning


Apr 26, 2021
Chuanguang Yang, Zhulin An, Linhang Cai, Yongjun Xu

* 10 pages 

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Channel Pruning via Multi-Criteria based on Weight Dependency


Nov 06, 2020
Yangchun Yan, Chao Li, Rongzuo Guo, Kang Yang, Yongjun Xu


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GHFP: Gradually Hard Filter Pruning


Nov 06, 2020
Linhang Cai, Zhulin An, Yongjun Xu


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Softer Pruning, Incremental Regularization


Oct 19, 2020
Linhang Cai, Zhulin An, Chuanguang Yang, Yongjun Xu

* 7 pages, ICPR2020 

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PFGDF: Pruning Filter via Gaussian Distribution Feature for Deep Neural Networks Acceleration


Jun 23, 2020
Jianrong Xu, Chao Li, Bifeng Cui, Kang Yang, Yongjun Xu


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Multi-view Contrastive Learning for Online Knowledge Distillation


Jun 07, 2020
Chuanguang Yang, Zhulin An, Xiaolong Hu, Hui Zhu, Kaiqiang Xu, Yongjun Xu


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Localizing Multi-scale Semantic Patches for Image Classification


Jan 31, 2020
Chuanguang Yang, Xiaolong Hu, Zhulin An, Hui Zhu, Yongjun Xu


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Towards More Efficient and Effective Inference: The Joint Decision of Multi-Participants


Jan 19, 2020
Hui Zhu, Zhulin An, Kaiqiang Xu, Xiaolong Hu, Yongjun Xu


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DRNet: Dissect and Reconstruct the Convolutional Neural Network via Interpretable Manners


Nov 20, 2019
Xiaolong Hu, Zhulin An, Chuanguang Yang, Hui Zhu, Kaiqaing Xu, Yongjun Xu

* 8 pages 9 figures under reviewing of ECAI 2020 

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Gated Convolutional Networks with Hybrid Connectivity for Image Classification


Sep 08, 2019
Chuanguang Yang, Zhulin An, Hui Zhu, Xiaolong Hu, Kun Zhang, Kaiqiang Xu, Chao Li, Yongjun Xu


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Rethinking the Number of Channels for the Convolutional Neural Network


Sep 04, 2019
Hui Zhu, Zhulin An, Chuanguang Yang, Xiaolong Hu, Kaiqiang Xu, Yongjun Xu


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Multi-objective Pruning for CNNs using Genetic Algorithm


Jun 02, 2019
Chuanguang Yang, Zhulin An, Chao Li, Boyu Diao, Yongjun Xu

* 6 pages,4 figures,under review as a conference paper at ICANN 2019 

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EENA: Efficient Evolution of Neural Architecture


May 20, 2019
Hui Zhu, Zhulin An, Chuanguang Yang, Kaiqiang Xu, Yongjun Xu


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