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ES-GNN: Generalizing Graph Neural Networks Beyond Homophily with Edge Splitting



Jingwei Guo , Kaizhu Huang , Xinping Yi , Rui Zhang


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Near-Field Wideband Extremely Large-scale MIMO Transmission with Holographic Metasurface Antennas



Jie Xu , Li You , George C. Alexandropoulos , Xinping Yi , Wenjin Wang , Xiqi Gao

* 30 pages, 9 figures 

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Enhancing Adversarial Training with Second-Order Statistics of Weights



Gaojie Jin , Xinping Yi , Wei Huang , Sven Schewe , Xiaowei Huang

* Accepted by CVPR2022 

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Weight Expansion: A New Perspective on Dropout and Generalization



Gaojie Jin , Xinping Yi , Pengfei Yang , Lijun Zhang , Sven Schewe , Xiaowei Huang


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Neuronal Correlation: a Central Concept in Neural Network



Gaojie Jin , Xinping Yi , Xiaowei Huang


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Adversarial Robustness of Deep Learning: Theory, Algorithms, and Applications



Wenjie Ruan , Xinping Yi , Xiaowei Huang

* Accepted as Tutorial in CIKM 2021 

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Improving Model Robustness with Latent Distribution Locally and Globally



Zhuang Qian , Shufei Zhang , Kaizhu Huang , Qiufeng Wang , Rui Zhang , Xinping Yi


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Topological Pilot Assignment in Large-Scale Distributed MIMO Networks



Han Yu , Xinping Yi , Giuseppe Caire


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Downlink Precoding for DP-UPA FDD Massive MIMO via Multi-Dimensional Active Channel Sparsification



Han Yu , Xinping Yi , Giuseppe Caire


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LGD-GCN: Local and Global Disentangled Graph Convolutional Networks



Jingwei Guo , Kaizhu Huang , Xinping Yi , Rui Zhang


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