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C2C-GenDA: Cluster-to-Cluster Generation for Data Augmentation of Slot Filling

Dec 13, 2020
Yutai Hou, Sanyuan Chen, Wanxiang Che, Cheng Chen, Ting Liu

* Accepted by AAAI-2021 

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Neural Rate Control for Video Encoding using Imitation Learning

Dec 09, 2020
Hongzi Mao, Chenjie Gu, Miaosen Wang, Angie Chen, Nevena Lazic, Nir Levine, Derek Pang, Rene Claus, Marisabel Hechtman, Ching-Han Chiang, Cheng Chen, Jingning Han


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Neural Network Training Techniques Regularize Optimization Trajectory: An Empirical Study

Nov 13, 2020
Cheng Chen, Junjie Yang, Yi Zhou

* 9 pages, 16 figures, this paper has been accepted as a short paper by the conference of IEEE-bigdata-2020 

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Efficient Projection-Free Algorithms for Saddle Point Problems

Oct 21, 2020
Cheng Chen, Luo Luo, Weinan Zhang, Yong Yu


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Data Augmentation at the LHC through Analysis-specific Fast Simulation with Deep Learning

Oct 05, 2020
Cheng Chen, Olmo Cerri, Thong Q. Nguyen, Jean-Roch Vlimant, Maurizio Pierini

* 15 pages, 12 figures 

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FedCluster: Boosting the Convergence of Federated Learning via Cluster-Cycling

Sep 22, 2020
Cheng Chen, Ziyi Chen, Yi Zhou, Bhavya Kailkhura

* 10 pages, 6 figures 

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FewJoint: A Few-shot Learning Benchmark for Joint Language Understanding

Sep 17, 2020
Yutai Hou, Jiafeng Mao, Yongkui Lai, Cheng Chen, Wanxiang Che, Zhigang Chen, Ting Liu

* Code and dataset is available at: https://github.com/AtmaHou/MetaDialog 

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Revisiting Co-Occurring Directions: Sharper Analysis and Efficient Algorithm for Sparse Matrices

Sep 05, 2020
Luo Luo, Cheng Chen, Guangzeng Xie, Haishan Ye


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Learning Directional Feature Maps for Cardiac MRI Segmentation

Jul 22, 2020
Feng Cheng, Cheng Chen, Yukang Wang, Heshui Shi, Yukun Cao, Dandan Tu, Changzheng Zhang, Yongchao Xu

* Accepted by MICCAI2020 

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Large-Scale Optimal Transport via Adversarial Training with Cycle-Consistency

Mar 14, 2020
Guansong Lu, Zhiming Zhou, Jian Shen, Cheng Chen, Weinan Zhang, Yong Yu


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Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement and Gated Fusion

Feb 22, 2020
Cheng Chen, Qi Dou, Yueming Jin, Hao Chen, Jing Qin, Pheng-Ann Heng

* MICCAI 2019 

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Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation

Feb 06, 2020
Cheng Chen, Qi Dou, Hao Chen, Jing Qin, Pheng Ann Heng

* IEEE TMI 

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A Stochastic Proximal Point Algorithm for Saddle-Point Problems

Sep 13, 2019
Luo Luo, Cheng Chen, Yujun Li, Guangzeng Xie, Zhihua Zhang


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Multi-Instance Multi-Scale CNN for Medical Image Classification

Jul 31, 2019
Shaohua Li, Yong Liu, Xiuchao Sui, Cheng Chen, Gabriel Tjio, Daniel Shu Wei Ting, Rick Siow Mong Goh

* Accepted by MICCAI 2019 

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Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation

Jan 24, 2019
Cheng Chen, Qi Dou, Hao Chen, Jing Qin, Pheng-Ann Heng

* AAAI 2019 (oral) 

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PnP-AdaNet: Plug-and-Play Adversarial Domain Adaptation Network with a Benchmark at Cross-modality Cardiac Segmentation

Dec 19, 2018
Qi Dou, Cheng Ouyang, Cheng Chen, Hao Chen, Ben Glocker, Xiahai Zhuang, Pheng-Ann Heng


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A Multi-Agent Reinforcement Learning Method for Impression Allocation in Online Display Advertising

Sep 10, 2018
Di Wu, Cheng Chen, Xun Yang, Xiujun Chen, Qing Tan, Jian Xu, Kun Gai


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Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss

Jun 19, 2018
Qi Dou, Cheng Ouyang, Cheng Chen, Hao Chen, Pheng-Ann Heng

* IJCAI 2018 

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Semantic-Aware Generative Adversarial Nets for Unsupervised Domain Adaptation in Chest X-ray Segmentation

Jun 05, 2018
Cheng Chen, Qi Dou, Hao Chen, Pheng-Ann Heng


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RPC Considered Harmful: Fast Distributed Deep Learning on RDMA

May 22, 2018
Jilong Xue, Youshan Miao, Cheng Chen, Ming Wu, Lintao Zhang, Lidong Zhou


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Robust Frequent Directions with Application in Online Learning

Dec 25, 2017
Luo Luo, Cheng Chen, Zhihua Zhang, Wu-Jun Li, Tong Zhang


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A Novel Method to Study Bottom-up Visual Saliency and its Neural Mechanism

Apr 13, 2016
Cheng Chen, Xilin Zhang, Yizhou Wang, Fang Fang


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A Parallel algorithm for $\mathcal{X}$-Armed bandits

Oct 26, 2015
Cheng Chen, Shuang Liu, Zhihua Zhang, Wu-Jun Li


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Regret vs. Communication: Distributed Stochastic Multi-Armed Bandits and Beyond

Sep 04, 2015
Shuang Liu, Cheng Chen, Zhihua Zhang


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