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ZARTS: On Zero-order Optimization for Neural Architecture Search


Oct 10, 2021
Xiaoxing Wang, Wenxuan Guo, Junchi Yan, Jianlin Su, Xiaokang Yang


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Towards Open-World Feature Extrapolation: An Inductive Graph Learning Approach


Oct 09, 2021
Qitian Wu, Chenxiao Yang, Junchi Yan

* Accepted to NeurIPS 2021 conference 

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DAAS: Differentiable Architecture and Augmentation Policy Search


Sep 30, 2021
Xiaoxing Wang, Xiangxiang Chu, Junchi Yan, Xiaokang Yang


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RSDet++: Point-based Modulated Loss for More Accurate Rotated Object Detection


Sep 24, 2021
Wen Qian, Xue Yang, Silong Peng, Junchi Yan, Xiujuan Zhang

* arXiv admin note: substantial text overlap with arXiv:1911.08299 

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Learning Dual Dynamic Representations on Time-Sliced User-Item Interaction Graphs for Sequential Recommendation


Sep 24, 2021
Zeyuan Chen, Wei Zhang, Junchi Yan, Gang Wang, Jianyong Wang

* 11 pages, accepted by CIKM'21 

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Dynamic Modeling of Hand-Object Interactions via Tactile Sensing


Sep 09, 2021
Qiang Zhang, Yunzhu Li, Yiyue Luo, Wan Shou, Michael Foshey, Junchi Yan, Joshua B. Tenenbaum, Wojciech Matusik, Antonio Torralba

* IROS 2021. First two authors contributed equally. Project page: http://phystouch.csail.mit.edu/ 

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Music Plagiarism Detection via Bipartite Graph Matching


Jul 21, 2021
Tianyao He, Wenxuan Liu, Chen Gong, Junchi Yan, Ning Zhang


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Melody Structure Transfer Network: Generating Music with Separable Self-Attention


Jul 21, 2021
Ning Zhang, Junchi Yan


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Monocular Visual Analysis for Electronic Line Calling of Tennis Games


Jul 20, 2021
Yuanzhou Chen, Shaobo Cai, Yuxin Wang, Junchi Yan

* 12 pages, 6 figures 

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UniRE: A Unified Label Space for Entity Relation Extraction


Jul 09, 2021
Yijun Wang, Changzhi Sun, Yuanbin Wu, Hao Zhou, Lei Li, Junchi Yan

* ACL2021 

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From Canonical Correlation Analysis to Self-supervised Graph Neural Networks


Jun 23, 2021
Hengrui Zhang, Qitian Wu, Junchi Yan, David Wipf, Philip S. Yu


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A Bi-Level Framework for Learning to Solve Combinatorial Optimization on Graphs


Jun 09, 2021
Runzhong Wang, Zhigang Hua, Gan Liu, Jiayi Zhang, Junchi Yan, Feng Qi, Shuang Yang, Jun Zhou, Xiaokang Yang


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Learning High-Precision Bounding Box for Rotated Object Detection via Kullback-Leibler Divergence


Jun 04, 2021
Xue Yang, Xiaojiang Yang, Jirui Yang, Qi Ming, Wentao Wang, Qi Tian, Junchi Yan

* 15 pages, 5 figures, 7 tables 

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IID-GAN: an IID Sampling Perspective for Regularizing Mode Collapse


Jun 01, 2021
Liangliang Shi, Yang Li, Junchi Yan


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Tuning IR-cut Filter for Illumination-aware Spectral Reconstruction from RGB


Mar 26, 2021
Bo Sun, Junchi Yan, Xiao Zhou, Yinqiang Zheng

* CVPR 2021 - Oral 

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Generalizing Face Forgery Detection with High-frequency Features


Mar 23, 2021
Yuchen Luo, Yong Zhang, Junchi Yan, Wei Liu


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Learning Comprehensive Motion Representation for Action Recognition


Mar 23, 2021
Mingyu Wu, Boyuan Jiang, Donghao Luo, Junchi Yan, Yabiao Wang, Ying Tai, Chengjie Wang, Jilin Li, Feiyue Huang, Xiaokang Yang

* Accepted by AAAI21 

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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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