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VEGA: Towards an End-to-End Configurable AutoML Pipeline

Nov 05, 2020
Bochao Wang, Hang Xu, Jiajin Zhang, Chen Chen, Xiaozhi Fang, Ning Kang, Lanqing Hong, Wei Zhang, Yong Li, Zhicheng Liu, Zhenguo Li, Wenzhi Liu, Tong Zhang

* AutoML pipeline. Code is open-sourced at https://github.com/huawei-noah/vega 

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Model Rubik's Cube: Twisting Resolution, Depth and Width for TinyNets

Oct 28, 2020
Kai Han, Yunhe Wang, Qiulin Zhang, Wei Zhang, Chunjing Xu, Tong Zhang

* NeurIPS 2020 

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Improving Constituency Parsing with Span Attention

Oct 15, 2020
Yuanhe Tian, Yan Song, Fei Xia, Tong Zhang

* Natural Language Processing. 13 pages, 6 figures. Findings of EMNLP-2020 

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Interest-Behaviour Multiplicative Network for Resource-limited Recommendation

Oct 10, 2020
Qianliang Wu, Tong Zhang, Zhen Cui, Jian Yang


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Propagation Model Search for Graph Neural Networks

Oct 07, 2020
Yuhui Ding, Quanming Yao, Tong Zhang

* 10 pages 

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Disentangled Generative Causal Representation Learning

Oct 06, 2020
Xinwei Shen, Furui Liu, Hanze Dong, Qing Lian, Zhitang Chen, Tong Zhang


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CorrAttack: Black-box Adversarial Attack with Structured Search

Oct 03, 2020
Zhichao Huang, Yaowei Huang, Tong Zhang


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Instance-Aware Graph Convolutional Network for Multi-Label Classification

Aug 19, 2020
Yun Wang, Tong Zhang, Zhen Cui, Chunyan Xu, Jian Yang


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Graph Wasserstein Correlation Analysis for Movie Retrieval

Aug 06, 2020
Xueya Zhang, Tong Zhang, Xiaobin Hong, Zhen Cui, Jian Yang


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Towards Purely Unsupervised Disentanglement of Appearance and Shape for Person Images Generation

Jul 30, 2020
Hongtao Yang, Tong Zhang, Wenbing Huang, Xuming He, Fatih Porikli


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CATCH: Context-based Meta Reinforcement Learning for Transferrable Architecture Search

Jul 22, 2020
Xin Chen, Yawen Duan, Zewei Chen, Hang Xu, Zihao Chen, Xiaodan Liang, Tong Zhang, Zhenguo Li

* Published at ECCV2020 

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Modeling from Features: a Mean-field Framework for Over-parameterized Deep Neural Networks

Jul 03, 2020
Cong Fang, Jason D. Lee, Pengkun Yang, Tong Zhang


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Guided Learning of Nonconvex Models through Successive Functional Gradient Optimization

Jun 30, 2020
Rie Johnson, Tong Zhang

* ICML 2020 

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Picasso: A Sparse Learning Library for High Dimensional Data Analysis in R and Python

Jun 27, 2020
Jason Ge, Xingguo Li, Haoming Jiang, Han Liu, Tong Zhang, Mengdi Wang, Tuo Zhao

* Journal of Machine Learning Research 20 (2019): 44-1 

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Synthetic Learning: Learn From Distributed Asynchronized Discriminator GAN Without Sharing Medical Image Data

Jun 14, 2020
Qi Chang, Hui Qu, Yikai Zhang, Mert Sabuncu, Chao Chen, Tong Zhang, Dimitris Metaxas

* The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020, pp. 13856-13866 

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End-to-end Learning for Inter-Vehicle Distance and Relative Velocity Estimation in ADAS with a Monocular Camera

Jun 09, 2020
Zhenbo Song, Jianfeng Lu, Tong Zhang, Hongdong Li


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Multi-consensus Decentralized Accelerated Gradient Descent

May 02, 2020
Haishan Ye, Luo Luo, Ziang Zhou, Tong Zhang


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NetML: A Challenge for Network Traffic Analytics

Apr 25, 2020
Onur Barut, Yan Luo, Tong Zhang, Weigang Li, Peilong Li

* 27 pages, 39 figures, 7 tables 

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Keyphrase Generation with Cross-Document Attention

Apr 21, 2020
Shizhe Diao, Yan Song, Tong Zhang

* 13 pages, 3 figures 

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UC-Net: Uncertainty Inspired RGB-D Saliency Detection via Conditional Variational Autoencoders

Apr 13, 2020
Jing Zhang, Deng-Ping Fan, Yuchao Dai, Saeed Anwar, Fatemeh Sadat Saleh, Tong Zhang, Nick Barnes

* Accepted by IEEE CVPR 2020 (ORAL). Code: https://github.com/JingZhang617/UCNet 

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MiLeNAS: Efficient Neural Architecture Search via Mixed-Level Reformulation

Mar 27, 2020
Chaoyang He, Haishan Ye, Li Shen, Tong Zhang

* This paper is published in CVPR 2020 (IEEE/CVF Conference on Computer Vision and Pattern Recognition 2020) 

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Bidirectional Generative Modeling Using Adversarial Gradient Estimation

Feb 21, 2020
Xinwei Shen, Tong Zhang, Kani Chen


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Mean-Field Analysis of Two-Layer Neural Networks: Non-Asymptotic Rates and Generalization Bounds

Feb 10, 2020
Zixiang Chen, Yuan Cao, Quanquan Gu, Tong Zhang

* 50 pages, 1 table 

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Graph Inference Learning for Semi-supervised Classification

Jan 17, 2020
Chunyan Xu, Zhen Cui, Xiaobin Hong, Tong Zhang, Jian Yang, Wei Liu

* International Conference on Learning Representations (ICLR), 2020 
* 11 pages 

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