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FedNNNN: Norm-Normalized Neural Network Aggregation for Fast and Accurate Federated Learning


Aug 11, 2020
Kenta Nagura, Song Bian, Takashi Sato


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BUNET: Blind Medical Image Segmentation Based on Secure UNET


Jul 14, 2020
Song Bian, Xiaowei Xu, Weiwen Jiang, Yiyu Shi, Takashi Sato

* 11 pages, 2 figures, in Proceedings of International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2020) 

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CrowdTSC: Crowd-based Neural Networks for Text Sentiment Classification


Apr 26, 2020
Keyu Yang, Yunjun Gao, Lei Liang, Song Bian, Lu Chen, Baihua Zheng


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ENSEI: Efficient Secure Inference via Frequency-Domain Homomorphic Convolution for Privacy-Preserving Visual Recognition


Mar 11, 2020
Song Bian, Tianchen Wang, Masayuki Hiromoto, Yiyu Shi, Takashi Sato

* 10 pages, 3 figures, in Proceedings of Conference on Computer Vision and Pattern Recognition (CVPR 2020) 

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NASS: Optimizing Secure Inference via Neural Architecture Search


Feb 16, 2020
Song Bian, Weiwen Jiang, Qing Lu, Yiyu Shi, Takashi Sato

* 8 pages, 6 figures, in Proceedings of ECAI 2020, the 24th European Conference on Artificial Intelligence 

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Are Powerful Graph Neural Nets Necessary? A Dissection on Graph Classification


May 24, 2019
Ting Chen, Song Bian, Yizhou Sun

* A shorter version titled "Graph Feature Networks" was accepted to ICLR'19 RLGM workshop 

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Dissecting Graph Neural Networks on Graph Classification


May 11, 2019
Ting Chen, Song Bian, Yizhou Sun

* A shorter version titled "Graph Feature Networks" was accepted to ICLR'19 RLGM workshop 

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Graph Edit Distance Computation via Graph Neural Networks


Oct 03, 2018
Yunsheng Bai, Hao Ding, Song Bian, Ting Chen, Yizhou Sun, Wei Wang


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