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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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Data Agnostic Filter Gating for Efficient Deep Networks


Oct 28, 2020
Xiu Su, Shan You, Tao Huang, Hongyan Xu, Fei Wang, Chen Qian, Changshui Zhang, Chang Xu


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SCOP: Scientific Control for Reliable Neural Network Pruning


Oct 21, 2020
Yehui Tang, Yunhe Wang, Yixing Xu, Dacheng Tao, Chunjing Xu, Chao Xu, Chang Xu

* This paper is accepted by NeurIPS 2020. Key words: Filter Pruning, Adversarial Pruning, Network Compression, CNN, Deep Learning 

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Kernel Based Progressive Distillation for Adder Neural Networks


Oct 15, 2020
Yixing Xu, Chang Xu, Xinghao Chen, Wei Zhang, Chunjing Xu, Yunhe Wang

* Accepted by NeurIPS 2020, spotlight 

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Training Binary Neural Networks through Learning with Noisy Supervision


Oct 10, 2020
Kai Han, Yunhe Wang, Yixing Xu, Chunjing Xu, Enhua Wu, Chang Xu

* ICML 2020 

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Open-Set Hypothesis Transfer with Semantic Consistency


Oct 01, 2020
Zeyu Feng, Chang Xu, Dacheng Tao


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AdderSR: Towards Energy Efficient Image Super-Resolution


Sep 27, 2020
Dehua Song, Yunhe Wang, Hanting Chen, Chang Xu, Chunjing Xu, DaCheng Tao


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Searching for Low-Bit Weights in Quantized Neural Networks


Sep 18, 2020
Zhaohui Yang, Yunhe Wang, Kai Han, Chunjing Xu, Chao Xu, Dacheng Tao, Chang Xu


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Adversarially Robust Neural Architectures


Sep 02, 2020
Minjing Dong, Yanxi Li, Yunhe Wang, Chang Xu

* 9 pages, 3 figures, 5 tables 

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Approximated Bilinear Modules for Temporal Modeling


Jul 25, 2020
Xinqi Zhu, Chang Xu, Langwen Hui, Cewu Lu, Dacheng Tao

* 8 pages, ICCV19 

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Learning Disentangled Representations with Latent Variation Predictability


Jul 25, 2020
Xinqi Zhu, Chang Xu, Dacheng Tao

* 14 pages, ECCV20 

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Multi-Task Pruning for Semantic Segmentation Networks


Jul 16, 2020
Xinghao Chen, Yunhe Wang, Yiman Zhang, Peng Du, Chunjing Xu, Chang Xu


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Optical Flow Distillation: Towards Efficient and Stable Video Style Transfer


Jul 10, 2020
Xinghao Chen, Yiman Zhang, Yunhe Wang, Han Shu, Chunjing Xu, Chang Xu

* ECCV 2020 

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DeepMnemonic: Password Mnemonic Generation via Deep Attentive Encoder-Decoder Model


Jun 24, 2020
Yao Cheng, Chang Xu, Zhen Hai, Yingjiu Li

* Published in IEEE Transactions on Dependable and Secure Computing (TDSC) 

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