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Multi-view Graph Contrastive Representation Learning for Drug-Drug Interaction Prediction

Oct 22, 2020
Yingheng Wang, Yaosen Min, Xin Chen, Ji Wu


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Online Learning and Distributed Control for Residential Demand Response

Oct 11, 2020
Xin Chen, Yingying Li, Jun Shimada, Na Li


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Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap

Aug 05, 2020
Lingxi Xie, Xin Chen, Kaifeng Bi, Longhui Wei, Yuhui Xu, Zhengsu Chen, Lanfei Wang, An Xiao, Jianlong Chang, Xiaopeng Zhang, Qi Tian

* 24 pages, 3 figures, 2 tables, meta data updated 

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Balancing Common Treatment and Epidemic Control in Medical Procurement during COVID-19: Transform-and-Divide Evolutionary Optimization

Aug 02, 2020
Yu-Jun Zheng, Xin Chen, Tie-Er Gan, Min-Xia Zhang, Wei-Guo Sheng, Ling Wang


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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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GOLD-NAS: Gradual, One-Level, Differentiable

Jul 07, 2020
Kaifeng Bi, Lingxi Xie, Xin Chen, Longhui Wei, Qi Tian

* 14 pages, 5 figures 

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AutoSweep: Recovering 3D Editable Objectsfrom a Single Photograph

May 28, 2020
Xin Chen, Yuwei Li, Xi Luo, Tianjia Shao, Jingyi Yu, Kun Zhou, Youyi Zheng

* IEEE Transactions on Visualization and Computer Graphics, vol. 26, no. 3, pp. 1466-1475, 1 March 2020 
* 10 pages, 12 figures 

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A Novel Weighted Combination Method for Feature Selection using Fuzzy Sets

May 21, 2020
Zixiao Shen, Xin Chen, Jonathan M. Garibaldi


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Performance Optimization of a Fuzzy Entropy based Feature Selection and Classification Framework

May 21, 2020
Zixiao Shen, Xin Chen, Jonathan M. Garibaldi


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A Novel Meta Learning Framework for Feature Selection using Data Synthesis and Fuzzy Similarity

May 21, 2020
Zixiao Shen, Xin Chen, Jonathan M. Garibaldi


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FU-net: Multi-class Image Segmentation Using Feedback Weighted U-net

Apr 28, 2020
Mina Jafari, Ruizhe Li, Yue Xing, Dorothee Auer, Susan Francis, Jonathan Garibaldi, Xin Chen

* The 10th International Conference on Image and Graphics (ICIG 2019) 
* Accepted for publication at International Conference on Image and Graphics (ICIG 2019) 

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DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation

Apr 28, 2020
Mina Jafari, Dorothee Auer, Susan Francis, Jonathan Garibaldi, Xin Chen

* 2020 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2020) 
* Accepted for publication at IEEE International Symposium on Biomedical Imaging (ISBI) 2020, 5 pages, 3 figures 

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A Spatially Constrained Deep Convolutional Neural Network for Nerve Fiber Segmentation in Corneal Confocal Microscopic Images using Inaccurate Annotations

Apr 20, 2020
Ning Zhang, Susan Francis, Rayaz Malik, Xin Chen

* 2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI 2020) 
* 4 pages, accepted for publication at IEEE International Symposium on Biomedical Imaging (ISBI) 2020 

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Fitting the Search Space of Weight-sharing NAS with Graph Convolutional Networks

Apr 17, 2020
Xin Chen, Lingxi Xie, Jun Wu, Longhui Wei, Yuhui Xu, Qi Tian

* 17 pages, 2 figures and 3 tables 

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A generic ensemble based deep convolutional neural network for semi-supervised medical image segmentation

Apr 16, 2020
Ruizhe Li, Dorothee Auer, Christian Wagner, Xin Chen

* 2020 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2020) 
* Accepted for publication at IEEE International Symposium on Biomedical Imaging (ISBI) 2020 

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Triad State Space Construction for Chaotic Signal Classification with Deep Learning

Mar 26, 2020
Yadong Zhang, Xin Chen


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Circumventing Outliers of AutoAugment with Knowledge Distillation

Mar 25, 2020
Longhui Wei, An Xiao, Lingxi Xie, Xin Chen, Xiaopeng Zhang, Qi Tian

* 18 pages, 4 figures 

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Online Residential Demand Response via Contextual Multi-Armed Bandits

Mar 07, 2020
Xin Chen, Yutong Nie, Na Li


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Biased Stochastic Gradient Descent for Conditional Stochastic Optimization

Feb 25, 2020
Yifan Hu, Siqi Zhang, Xin Chen, Niao He


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Motif Difference Field: A Simple and Effective Image Representation of Time Series for Classification

Jan 21, 2020
Yadong Zhang, Xin Chen


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Latency-Aware Differentiable Neural Architecture Search

Jan 17, 2020
Yuhui Xu, Lingxi Xie, Xiaopeng Zhang, Xin Chen, Bowen Shi, Qi Tian, Hongkai Xiong

* 11 pages, 7 figures 

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Progressive DARTS: Bridging the Optimization Gap for NAS in the Wild

Jan 06, 2020
Xin Chen, Lingxi Xie, Jun Wu, Qi Tian

* An extension of P-DARTS. Previous version: arXiv:1904.12760 

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MM Algorithms for Distance Covariance based Sufficient Dimension Reduction and Sufficient Variable Selection

Dec 13, 2019
Runxiong Wu, Xin Chen

* 26 pages, 3 figures 

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Stabilizing DARTS with Amended Gradient Estimation on Architectural Parameters

Nov 11, 2019
Kaifeng Bi, Changping Hu, Lingxi Xie, Xin Chen, Longhui Wei, Qi Tian

* 13 pages, 3 figures, submitted to ICLR 2020, just an update of the authors' emails 

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