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Anomaly Detection of Time Series with Smoothness-Inducing Sequential Variational Auto-Encoder

Feb 02, 2021
Longyuan Li, Junchi Yan, Haiyang Wang, Yaohui Jin

* Accepted by IEEE Transactions on Neural Network and Learning System (TNNLS), 2020 

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Synergetic Learning of Heterogeneous Temporal Sequences for Multi-Horizon Probabilistic Forecasting

Jan 31, 2021
Longyuan Li, Jihai Zhang, Junchi Yan, Yaohui Jin, Yunhao Zhang, Yanjie Duan, Guangjian Tian

* Accepted by AAAI 2021 conference 

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Learning Interpretable Deep State Space Model for Probabilistic Time Series Forecasting

Jan 31, 2021
Longyuan Li, Junchi Yan, Xiaokang Yang, Yaohui Jin

* IJCAI 2019 

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Rethinking Rotated Object Detection with Gaussian Wasserstein Distance Loss

Jan 28, 2021
Xue Yang, Junchi Yan, Qi Ming, Wentao Wang, Xiaopeng Zhang, Qi Tian

* 15 pages, 6 figures, 9 tables, codes are available at https://github.com/yangxue0827/RotationDetection 

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Spherical Transformer: Adapting Spherical Signal to CNNs

Jan 24, 2021
Haikuan Du, Hui Cao, Shen Cai, Junchi Yan, Siyu Zhang


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Spherical Transformer: Adapting Spherical Signal to ConvolutionalNetworks

Jan 11, 2021
Haikuan Du, Hui Cao, Shen Cai, Junchi Yan, Siyu Zhang


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Cognitive Visual Inspection Service for LCD Manufacturing Industry

Jan 11, 2021
Yuanyuan Ding, Junchi Yan, Guoqiang Hu, Jun Zhu


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Deep Reinforcement Learning of Graph Matching

Dec 16, 2020
Chang Liu, Runzhong Wang, Zetian Jiang, Junchi Yan


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Combinatorial Learning of Graph Edit Distance via Dynamic Embedding

Dec 01, 2020
Runzhong Wang, Tianqi Zhang, Tianshu Yu, Junchi Yan, Xiaokang Yang


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ROME: Robustifying Memory-Efficient NAS via Topology Disentanglement and Gradients Accumulation

Nov 23, 2020
Xiaoxing Wang, Xiangxiang Chu, Yuda Fan, Zhexi Zhang, Xiaolin Wei, Junchi Yan, Xiaokang Yang

* Observe new collapse in memory efficient NAS and address it using ROME 

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Dense Label Encoding for Boundary Discontinuity Free Rotation Detection

Nov 19, 2020
Xue Yang, Liping Hou, Yue Zhou, Wentao Wang, Junchi Yan

* 12 pages, 6 figures, 8 tables 

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Lightweight Single-Image Super-Resolution Network with Attentive Auxiliary Feature Learning

Nov 13, 2020
Xuehui Wang, Qing Wang, Yuzhi Zhao, Junchi Yan, Lei Fan, Long Chen

* Accepted by ACCV 2020 

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DARTS-: Robustly Stepping out of Performance Collapse Without Indicators

Sep 02, 2020
Xiangxiang Chu, Xiaoxing Wang, Bo Zhang, Shun Lu, Xiaolin Wei, Junchi Yan

* A very robust, efficient and indicator-free approach to address the collapse of differentiable architecture search. Point out some issues of indicator based methods 

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Fusing Motion Patterns and Key Visual Information for Semantic Event Recognition in Basketball Videos

Jul 13, 2020
Lifang Wu, Zhou Yang, Qi Wang, Meng Jian, Boxuan Zhao, Junchi Yan, Chang Wen Chen


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Permutation Matters: Anisotropic Convolutional Layer for Learning on Point Clouds

Jun 05, 2020
Zhongpai Gao, Guangtao Zhai, Junchi Yan, Xiaokang Yang


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PAI-Conv: Permutable Anisotropic Convolutional Networks for Learning on Point Clouds

May 27, 2020
Zhongpai Gao, Guangtao Zhai, Junchi Yan, Xiaokang Yang


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SCRDet++: Detecting Small, Cluttered and Rotated Objects via Instance-Level Feature Denoising and Rotation Loss Smoothing

Apr 28, 2020
Xue Yang, Junchi Yan, Xiaokang Yang, Jin Tang, Wenlong Liao, Tao He

* 15 pages, 12 figures, 10 tables 

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F2A2: Flexible Fully-decentralized Approximate Actor-critic for Cooperative Multi-agent Reinforcement Learning

Apr 17, 2020
Wenhao Li, Bo Jin, Xiangfeng Wang, Junchi Yan, Hongyuan Zha

* arXiv admin note: text overlap with arXiv:1810.02912, arXiv:1803.11485 by other authors 

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GFTE: Graph-based Financial Table Extraction

Mar 17, 2020
Yiren Li, Zheng Huang, Junchi Yan, Yi Zhou, Fan Ye, Xianhui Liu


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Arbitrary-Oriented Object Detection with Circular Smooth Label

Mar 12, 2020
Xue Yang, Junchi Yan

* 18 pages, 7 figures, 6 tables 

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Hyper-Meta Reinforcement Learning with Sparse Reward

Feb 11, 2020
Yun Hua, Xiangfeng Wang, Bo Jin, Wenhao Li, Junchi Yan, Xiaofeng He, Hongyuan Zha


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Learning Structured Communication for Multi-agent Reinforcement Learning

Feb 11, 2020
Junjie Sheng, Xiangfeng Wang, Bo Jin, Junchi Yan, Wenhao Li, Tsung-Hui Chang, Jun Wang, Hongyuan Zha


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Learning Modulated Loss for Rotated Object Detection

Dec 20, 2019
Wen Qian, Xue Yang, Silong Peng, Yue Guo, Junchi Yan

* 11 pages, 8 figures 

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Bridging Disentanglement with Independence and Conditional Independence via Mutual Information for Representation Learning

Nov 26, 2019
Xiaojiang Yang, Wendong Bi, Yu Cheng, Junchi Yan


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Neural Graph Matching Network: Learning Lawler's Quadratic Assignment Problem with Extension to Hypergraph and Multiple-graph Matching

Nov 26, 2019
Runzhong Wang, Junchi Yan, Xiaokang Yang


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Decoding Spiking Mechanism with Dynamic Learning on Neuron Population

Nov 21, 2019
Zhijie Chen, Junchi Yan, Longyuan Li, Xiaokang Yang


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Heterogeneous Graph-based Knowledge Transfer for Generalized Zero-shot Learning

Nov 20, 2019
Junjie Wang, Xiangfeng Wang, Bo Jin, Junchi Yan, Wenjie Zhang, Hongyuan Zha


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Learning Latent Process from High-Dimensional Event Sequences via Efficient Sampling

Oct 28, 2019
Qitian Wu, Zixuan Zhang, Xiaofeng Gao, Junchi Yan, Guihai Chen


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R3Det: Refined Single-Stage Detector with Feature Refinement for Rotating Object

Aug 16, 2019
Xue Yang, Qingqing Liu, Junchi Yan, Ang Li

* 10 pages, 9 figures, 6 tables 

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