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Integrating Circle Kernels into Convolutional Neural Networks


Jul 07, 2021
Kun He, Chao Li, Yixiao Yang, Gao Huang, John E. Hopcroft

* 13 pages, 6 figures 

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On the Power of Multitask Representation Learning in Linear MDP


Jun 15, 2021
Rui Lu, Gao Huang, Simon S. Du


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Believe What You See: Implicit Constraint Approach for Offline Multi-Agent Reinforcement Learning


Jun 07, 2021
Yiqin Yang, Xiaoteng Ma, Chenghao Li, Zewu Zheng, Qiyuan Zhang, Gao Huang, Jun Yang, Qianchuan Zhao

* The first two authors contributed equally to the work 

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Not All Images are Worth 16x16 Words: Dynamic Vision Transformers with Adaptive Sequence Length


May 31, 2021
Yulin Wang, Rui Huang, Shiji Song, Zeyi Huang, Gao Huang


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Adaptive Focus for Efficient Video Recognition


May 07, 2021
Yulin Wang, Zhaoxi Chen, Haojun Jiang, Shiji Song, Yizeng Han, Gao Huang


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CondenseNet V2: Sparse Feature Reactivation for Deep Networks


Apr 09, 2021
Le Yang, Haojun Jiang, Ruojin Cai, Yulin Wang, Shiji Song, Gao Huang, Qi Tian

* CVPR 2021 

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AutoLoss-Zero: Searching Loss Functions from Scratch for Generic Tasks


Mar 25, 2021
Hao Li, Tianwen Fu, Jifeng Dai, Hongsheng Li, Gao Huang, Xizhou Zhu


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Generalized Domain Conditioned Adaptation Network


Mar 23, 2021
Shuang Li, Binhui Xie, Qiuxia Lin, Chi Harold Liu, Gao Huang, Guoren Wang

* Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI). Journal version of arXiv:2005.06717 (AAAI 2020). Code is available at https://github.com/BIT-DA/GDCAN 

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Evolving Attention with Residual Convolutions


Feb 20, 2021
Yujing Wang, Yaming Yang, Jiangang Bai, Mingliang Zhang, Jing Bai, Jing Yu, Ce Zhang, Gao Huang, Yunhai Tong


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Dynamic Neural Networks: A Survey


Feb 10, 2021
Yizeng Han, Gao Huang, Shiji Song, Le Yang, Honghui Wang, Yulin Wang


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Revisiting Locally Supervised Learning: an Alternative to End-to-end Training


Jan 26, 2021
Yulin Wang, Zanlin Ni, Shiji Song, Le Yang, Gao Huang

* Accepted by ICLR 2021 

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3D Object Detection with Pointformer


Dec 21, 2020
Xuran Pan, Zhuofan Xia, Shiji Song, Li Erran Li, Gao Huang


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Frequency Domain Image Translation: More Photo-realistic, Better Identity-preserving


Dec 01, 2020
Mu Cai, Hong Zhang, Huijuan Huang, Qichuan Geng, Gao Huang

* 13 pages 

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Auto Seg-Loss: Searching Metric Surrogates for Semantic Segmentation


Oct 15, 2020
Hao Li, Chenxin Tao, Xizhou Zhu, Xiaogang Wang, Gao Huang, Jifeng Dai


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Glance and Focus: a Dynamic Approach to Reducing Spatial Redundancy in Image Classification


Oct 11, 2020
Yulin Wang, Kangchen Lv, Rui Huang, Shiji Song, Le Yang, Gao Huang

* Accepted by NeurIPS 2020 

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Regularizing Deep Networks with Semantic Data Augmentation


Jul 22, 2020
Yulin Wang, Gao Huang, Shiji Song, Xuran Pan, Yitong Xia, Cheng Wu

* Journal version of arXiv:1909.12220. Code is available at https://github.com/blackfeather-wang/ISDA-for-Deep-Networks 

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Meta-Semi: A Meta-learning Approach for Semi-supervised Learning


Jul 05, 2020
Yulin Wang, Jiayi Guo, Shiji Song, Gao Huang


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Domain Conditioned Adaptation Network


May 14, 2020
Shuang Li, Chi Harold Liu, Qiuxia Lin, Binhui Xie, Zhengming Ding, Gao Huang, Jian Tang

* Accepted by AAAI 2020 

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Deep Residual Correction Network for Partial Domain Adaptation


Apr 10, 2020
Shuang Li, Chi Harold Liu, Qiuxia Lin, Qi Wen, Limin Su, Gao Huang, Zhengming Ding

* Accepted by T-PAMI, 2020 

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Resolution Adaptive Networks for Efficient Inference


Mar 24, 2020
Le Yang, Yizeng Han, Xi Chen, Shiji Song, Jifeng Dai, Gao Huang

* CVPR 2020 

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Self-Supervised Discovering of Causal Features: Towards Interpretable Reinforcement Learning


Mar 21, 2020
Wenjie Shi, Shiji Song, Zhuoyuan Wang, Gao Huang


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Spatially Adaptive Inference with Stochastic Feature Sampling and Interpolation


Mar 19, 2020
Zhenda Xie, Zheng Zhang, Xizhou Zhu, Gao Huang, Stephen Lin


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Cross-Iteration Batch Normalization


Feb 14, 2020
Zhuliang Yao, Yue Cao, Shuxin Zheng, Gao Huang, Stephen Lin


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FSD-10: A Dataset for Competitive Sports Content Analysis


Feb 09, 2020
Shenlan Liu, Xiang Liu, Gao Huang, Lin Feng, Lianyu Hu, Dong Jiang, Aibin Zhang, Yang Liu, Hong Qiao


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Gated Path Selection Network for Semantic Segmentation


Jan 19, 2020
Qichuan Geng, Hong Zhang, Xiaojuan Qi, Ruigang Yang, Zhong Zhou, Gao Huang


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