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Quantized Neural Networks via {-1, +1} Encoding Decomposition and Acceleration


Jun 18, 2021
Qigong Sun, Xiufang Li, Fanhua Shang, Hongying Liu, Kang Yang, Licheng Jiao, Zhouchen Lin

* arXiv admin note: substantial text overlap with arXiv:1905.13389 

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GBHT: Gradient Boosting Histogram Transform for Density Estimation


Jun 10, 2021
Jingyi Cui, Hanyuan Hang, Yisen Wang, Zhouchen Lin

* Accepted to ICML2021. arXiv admin note: text overlap with arXiv:2106.01986 

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Leveraged Weighted Loss for Partial Label Learning


Jun 10, 2021
Hongwei Wen, Jingyi Cui, Hanyuan Hang, Jiabin Liu, Yisen Wang, Zhouchen Lin

* Accepted to ICML2021 as long talk 

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Optimization Induced Equilibrium Networks


Jun 07, 2021
Xingyu Xie, Qiuhao Wang, Zenan Ling, Xia Li, Yisen Wang, Guangcan Liu, Zhouchen Lin


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Gradient Boosted Binary Histogram Ensemble for Large-scale Regression


Jun 03, 2021
Hanyuan Hang, Tao Huang, Yuchao Cai, Hanfang Yang, Zhouchen Lin


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Accelerated Gradient Tracking over Time-varying Graphs for Decentralized Optimization


May 05, 2021
Huan Li, Zhouchen Lin


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PDO-e$\text{S}^\text{2}$CNNs: Partial Differential Operator Based Equivariant Spherical CNNs


Apr 08, 2021
Zhengyang Shen, Tiancheng Shen, Zhouchen Lin, Jinwen Ma

* Accepted by AAAI2021 

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Graph Contrastive Clustering


Apr 03, 2021
Huasong Zhong, Jianlong Wu, Chong Chen, Jianqiang Huang, Minghua Deng, Liqiang Nie, Zhouchen Lin, Xian-Sheng Hua

* 10 

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PointFlow: Flowing Semantics Through Points for Aerial Image Segmentation


Mar 11, 2021
Xiangtai Li, Hao He, Xia Li, Duo Li, Guangliang Cheng, Jianping Shi, Lubin Weng, Yunhai Tong, Zhouchen Lin

* accepted by CVPR2021 

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Dissecting the Diffusion Process in Linear Graph Convolutional Networks


Feb 22, 2021
Yifei Wang, Yisen Wang, Jiansheng Yang, Zhouchen Lin


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Investigating Bi-Level Optimization for Learning and Vision from a Unified Perspective: A Survey and Beyond


Jan 27, 2021
Risheng Liu, Jiaxin Gao, Jin Zhang, Deyu Meng, Zhouchen Lin

* 20 pages 

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Towards Improving the Consistency, Efficiency, and Flexibility of Differentiable Neural Architecture Search


Jan 27, 2021
Yibo Yang, Shan You, Hongyang Li, Fei Wang, Chen Qian, Zhouchen Lin


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Learning Optimization-inspired Image Propagation with Control Mechanisms and Architecture Augmentations for Low-level Vision


Dec 10, 2020
Risheng Liu, Zhu Liu, Pan Mu, Zhouchen Lin, Xin Fan, Zhongxuan Luo

* 15 pages 

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Towards Efficient Scene Understanding via Squeeze Reasoning


Nov 06, 2020
Xiangtai Li, Xia Li, Ansheng You, Li Zhang, Guangliang Cheng, Kuiyuan Yang, Yunhai Tong, Zhouchen Lin


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ISTA-NAS: Efficient and Consistent Neural Architecture Search by Sparse Coding


Oct 13, 2020
Yibo Yang, Hongyang Li, Shan You, Fei Wang, Chen Qian, Zhouchen Lin

* NeurIPS 2020 

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Variance Reduced EXTRA and DIGing and Their Optimal Acceleration for Strongly Convex Decentralized Optimization


Oct 10, 2020
Huan Li, Zhouchen Lin, Yongchun Fang


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Optimal Accelerated Variance Reduced EXTRA and DIGing for Strongly Convex and Smooth Decentralized Optimization


Sep 09, 2020
Huan Li, Zhouchen Lin, Yongchun Fang


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Improving Semantic Segmentation via Decoupled Body and Edge Supervision


Aug 18, 2020
Xiangtai Li, Xia Li, Li Zhang, Guangliang Cheng, Jianping Shi, Zhouchen Lin, Shaohua Tan, Yunhai Tong

* accepted by ECCV 2020 

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PDO-eConvs: Partial Differential Operator Based Equivariant Convolutions


Aug 11, 2020
Zhengyang Shen, Lingshen He, Zhouchen Lin, Jinwen Ma

* Accepted by ICML2020 

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Maximum-and-Concatenation Networks


Jul 09, 2020
Xingyu Xie, Hao Kong, Jianlong Wu, Wayne Zhang, Guangcan Liu, Zhouchen Lin

* Accepted by ICML2020 

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Classify and Generate Reciprocally: Simultaneous Positive-Unlabelled Learning and Conditional Generation with Extra Data


Jun 14, 2020
Bing Yu, Ke Sun, He Wang, Zhouchen Lin, Zhanxing Zhu


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Invertible Image Rescaling


May 12, 2020
Mingqing Xiao, Shuxin Zheng, Chang Liu, Yaolong Wang, Di He, Guolin Ke, Jiang Bian, Zhouchen Lin, Tie-Yan Liu


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Spatial Pyramid Based Graph Reasoning for Semantic Segmentation


Mar 23, 2020
Xia Li, Yibo Yang, Qijie Zhao, Tiancheng Shen, Zhouchen Lin, Hong Liu

* CVPR 2020 

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Revisiting EXTRA for Smooth Distributed Optimization


Feb 24, 2020
Huan Li, Zhouchen Lin


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Histogram Transform Ensembles for Large-scale Regression


Dec 08, 2019
Hanyuan Hang, Zhouchen Lin, Xiaoyu Liu, Hongwei Wen

* arXiv admin note: text overlap with arXiv:1911.11581 

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Tensor Q-Rank: A New Data Dependent Tensor Rank


Nov 26, 2019
Hao Kong, Zhouchen Lin


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