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Unified Normalization for Accelerating and Stabilizing Transformers


Aug 02, 2022
Qiming Yang, Kai Zhang, Chaoxiang Lan, Zhi Yang, Zheyang Li, Wenming Tan, Jun Xiao, Shiliang Pu

* ACM MM'22 

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A Safe Semi-supervised Graph Convolution Network


Jul 05, 2022
Zhi Yang, Yadong Yan, Haitao Gan, Jing Zhao, Zhiwei Ye


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NAFS: A Simple yet Tough-to-beat Baseline for Graph Representation Learning


Jun 17, 2022
Wentao Zhang, Zeang Sheng, Mingyu Yang, Yang Li, Yu Shen, Zhi Yang, Bin Cui

* ICML 2022 
* 17 pages, 8 figures 

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DFG-NAS: Deep and Flexible Graph Neural Architecture Search


Jun 17, 2022
Wentao Zhang, Zheyu Lin, Yu Shen, Yang Li, Zhi Yang, Bin Cui

* ICML 2022 
* 13 pages, 7 figures 

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Model Degradation Hinders Deep Graph Neural Networks


Jun 09, 2022
Wentao Zhang, Zeang Sheng, Ziqi Yin, Yuezihan Jiang, Yikuan Xia, Jun Gao, Zhi Yang, Bin Cui

* In Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2022 
* 11 pages, 10 figures 

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Graph Attention Multi-Layer Perceptron


Jun 09, 2022
Wentao Zhang, Ziqi Yin, Zeang Sheng, Yang Li, Wen Ouyang, Xiaosen Li, Yangyu Tao, Zhi Yang, Bin Cui

* In Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2022 
* 11 pages, 7 figures. arXiv admin note: text overlap with arXiv:2108.10097 

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TransBO: Hyperparameter Optimization via Two-Phase Transfer Learning


Jun 06, 2022
Yang Li, Yu Shen, Huaijun Jiang, Wentao Zhang, Zhi Yang, Ce Zhang, Bin Cui

* Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2022) 
* 9 pages and 2 extra pages of appendix 

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Instance-wise Prompt Tuning for Pretrained Language Models


Jun 04, 2022
Yuezihan Jiang, Hao Yang, Junyang Lin, Hanyu Zhao, An Yang, Chang Zhou, Hongxia Yang, Zhi Yang, Bin Cui


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AMCAD: Adaptive Mixed-Curvature Representation based Advertisement Retrieval System


Mar 28, 2022
Zhirong Xu, Shiyang Wen, Junshan Wang, Guojun Liu, Liang Wang, Zhi Yang, Lei Ding, Yan Zhang, Di Zhang, Jian Xu, Bo Zheng

* To appear in ICDE 2022 

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ZOOMER: Boosting Retrieval on Web-scale Graphs by Regions of Interest


Mar 20, 2022
Yuezihan Jiang, Yu Cheng, Hanyu Zhao, Wentao Zhang, Xupeng Miao, Yu He, Liang Wang, Zhi Yang, Bin Cui


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