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ReSSL: Relational Self-Supervised Learning with Weak Augmentation


Jul 23, 2021
Mingkai Zheng, Shan You, Fei Wang, Chen Qian, Changshui Zhang, Xiaogang Wang, Chang Xu

* fixed several typos 

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As Easy as 1, 2, 3: Behavioural Testing of NMT Systems for Numerical Translation


Jul 18, 2021
Jun Wang, Chang Xu, Francisco Guzman, Ahmed El-Kishky, Benjamin I. P. Rubinstein, Trevor Cohn

* Findings of ACL, to appear 

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CMT: Convolutional Neural Networks Meet Vision Transformers


Jul 15, 2021
Jianyuan Guo, Kai Han, Han Wu, Chang Xu, Yehui Tang, Chunjing Xu, Yunhe Wang


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Putting words into the system's mouth: A targeted attack on neural machine translation using monolingual data poisoning


Jul 12, 2021
Jun Wang, Chang Xu, Francisco Guzman, Ahmed El-Kishky, Yuqing Tang, Benjamin I. P. Rubinstein, Trevor Cohn

* Findings of ACL, to appear 

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Augmented Shortcuts for Vision Transformers


Jun 30, 2021
Yehui Tang, Kai Han, Chang Xu, An Xiao, Yiping Deng, Chao Xu, Yunhe Wang


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Vision Transformer Architecture Search


Jun 25, 2021
Xiu Su, Shan You, Jiyang Xie, Mingkai Zheng, Fei Wang, Chen Qian, Changshui Zhang, Xiaogang Wang, Chang Xu


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K-shot NAS: Learnable Weight-Sharing for NAS with K-shot Supernets


Jun 11, 2021
Xiu Su, Shan You, Mingkai Zheng, Fei Wang, Chen Qian, Changshui Zhang, Chang Xu

* Accepted by ICML 2021 

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Universal Adder Neural Networks


Jun 10, 2021
Hanting Chen, Yunhe Wang, Chang Xu, Chao Xu, Chunjing Xu, Tong Zhang

* arXiv admin note: substantial text overlap with arXiv:1912.13200 

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Commutative Lie Group VAE for Disentanglement Learning


Jun 07, 2021
Xinqi Zhu, Chang Xu, Dacheng Tao

* Accepted in ICML2021 

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Patch Slimming for Efficient Vision Transformers


Jun 05, 2021
Yehui Tang, Kai Han, Yunhe Wang, Chang Xu, Jianyuan Guo, Chao Xu, Dacheng Tao


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Adder Neural Networks


Jun 01, 2021
Hanting Chen, Yunhe Wang, Chang Xu, Chao Xu, Chunjing Xu, Tong Zhang

* arXiv admin note: substantial text overlap with arXiv:1912.13200 

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BCNet: Searching for Network Width with Bilaterally Coupled Network


May 21, 2021
Xiu Su, Shan You, Fei Wang, Chen Qian, Changshui Zhang, Chang Xu

* Accepted by CVPR 2021 

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Where and What? Examining Interpretable Disentangled Representations


Apr 07, 2021
Xinqi Zhu, Chang Xu, Dacheng Tao

* CVPR2021 

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Joint Distribution across Representation Space for Out-of-Distribution Detection


Mar 30, 2021
JingWei Xu, Siyuan Zhu, Zenan Li, Chang Xu

* Submitted to a conference of computer vision 

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Distilling Object Detectors via Decoupled Features


Mar 26, 2021
Jianyuan Guo, Kai Han, Yunhe Wang, Han Wu, Xinghao Chen, Chunjing Xu, Chang Xu

* Accepted in CVPR 2021 

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Prioritized Architecture Sampling with Monto-Carlo Tree Search


Mar 22, 2021
Xiu Su, Tao Huang, Yanxi Li, Shan You, Fei Wang, Chen Qian, Changshui Zhang, Chang Xu

* Accepted by CVPR2021. We also release a NAS benchmark on the one-shot MobileNetV2 search space 

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Learning Frequency-aware Dynamic Network for Efficient Super-Resolution


Mar 15, 2021
Wenbin Xie, Dehua Song, Chang Xu, Chunjing Xu, Hui Zhang, Yunhe Wang


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Manifold Regularized Dynamic Network Pruning


Mar 10, 2021
Yehui Tang, Yunhe Wang, Yixing Xu, Yiping Deng, Chao Xu, Dacheng Tao, Chang Xu

* This paper is accepted by CVPR 2021. Key words: Filter pruning, Dynamic network, Network compression, Manifold regularization 

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Learning Frequency Domain Approximation for Binary Neural Networks


Mar 01, 2021
Yixing Xu, Kai Han, Chang Xu, Yehui Tang, Chunjing Xu, Yunhe Wang

* 10 pages, 4 figures 

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LocalDrop: A Hybrid Regularization for Deep Neural Networks


Mar 01, 2021
Ziqing Lu, Chang Xu, Bo Du, Takashi Ishida, Lefei Zhang, Masashi Sugiyama


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Locally Free Weight Sharing for Network Width Search


Feb 24, 2021
Xiu Su, Shan You, Tao Huang, Fei Wang, Chen Qian, Changshui Zhang, Chang Xu

* Accepted by ICLR 2021 Spotlight 

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REST: Relational Event-driven Stock Trend Forecasting


Feb 19, 2021
Wentao Xu, Weiqing Liu, Chang Xu, Jiang Bian, Jian Yin, Tie-Yan Liu


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PTN: A Poisson Transfer Network for Semi-supervised Few-shot Learning


Dec 20, 2020
Huaxi Huang, Junjie Zhang, Jian Zhang, Qiang Wu, Chang Xu

* AAAI 2021 accepted 

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Pre-Trained Image Processing Transformer


Dec 03, 2020
Hanting Chen, Yunhe Wang, Tianyu Guo, Chang Xu, Yiping Deng, Zhenhua Liu, Siwei Ma, Chunjing Xu, Chao Xu, Wen Gao


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Targeted Poisoning Attacks on Black-Box Neural Machine Translation


Nov 02, 2020
Chang Xu, Jun Wang, Yuqing Tang, Francisco Guzman, Benjamin I. P. Rubinstein, Trevor Cohn


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