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Fast Convergence of Langevin Dynamics on Manifold: Geodesics meet Log-Sobolev

Oct 11, 2020
Xiao Wang, Qi Lei, Ioannis Panageas


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Dynamic Fusion based Federated Learning for COVID-19 Detection

Sep 26, 2020
Weishan Zhang, Tao Zhou, Qinghua Lu, Xiao Wang, Chunsheng Zhu, Haoyun Sun, Zhipeng Wang, Sin Kit Lo, Fei-Yue Wang


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Heterogeneous Graph Neural Network for Recommendation

Sep 02, 2020
Jinghan Shi, Houye Ji, Chuan Shi, Xiao Wang, Zhiqiang Zhang, Jun Zhou

* 2020ICML Workshop 

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Decision-making at Unsignalized Intersection for Autonomous Vehicles: Left-turn Maneuver with Deep Reinforcement Learning

Aug 14, 2020
Teng Liu, Xingyu Mu, Bing Huang, Xiaolin Tang, Fuqing Zhao, Xiao Wang, Dongpu Cao

* 10 pages, 10 figures 

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Towards Class Imbalance in Federated Learning

Aug 14, 2020
Lixu Wang, Shichao Xu, Xiao Wang, Qi Zhu

* 17 pages, 5 figures 

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Falsification-Based Robust Adversarial Reinforcement Learning

Jul 17, 2020
Xiao Wang, Saasha Nair, Matthias Althoff

* 11 pages, 3 figures 

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AM-GCN: Adaptive Multi-channel Graph Convolutional Networks

Jul 11, 2020
Xiao Wang, Meiqi Zhu, Deyu Bo, Peng Cui, Chuan Shi, Jian Pei

* 11 pages, KDD2020 

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SaADB: A Self-attention Guided ADB Network for Person Re-identification

Jul 10, 2020
Bo Jiang, Sheng Wang, Xiao Wang, Aihua Zheng

* Under Review 

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Decorrelated Clustering with Data Selection Bias

Jul 02, 2020
Xiao Wang, Shaohua Fan, Kun Kuang, Chuan Shi, Jiawei Liu, Bai Wang

* Accepted by main track of IJCAI2020;SOLE copyright holder is IJCAI (international Joint Conferences on Artificial Intelligence), all rights reserved 

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Convergence to Second-Order Stationarity for Non-negative Matrix Factorization: Provably and Concurrently

Mar 19, 2020
Ioannis Panageas, Stratis Skoulakis, Antonios Varvitsiotis, Xiao Wang


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FMT:Fusing Multi-task Convolutional Neural Network for Person Search

Mar 01, 2020
Sulan Zhai, Shunqiang Liu, Xiao Wang, Jin Tang

* Published on Multimedia Tools and Applications 

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Last iterate convergence in no-regret learning: constrained min-max optimization for convex-concave landscapes

Feb 21, 2020
Qi Lei, Sai Ganesh Nagarajan, Ioannis Panageas, Xiao Wang


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AdvMS: A Multi-source Multi-cost Defense Against Adversarial Attacks

Feb 19, 2020
Xiao Wang, Siyue Wang, Pin-Yu Chen, Xue Lin, Peter Chin

* Accepted by 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020) 

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Block Switching: A Stochastic Approach for Deep Learning Security

Feb 18, 2020
Xiao Wang, Siyue Wang, Pin-Yu Chen, Xue Lin, Peter Chin

* Accepted by AdvML19: Workshop on Adversarial Learning Methods for Machine Learning and Data Mining at KDD, Anchorage, Alaska, USA, August 5th, 2019, 5 pages 

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Stochastic Approximate Gradient Descent via the Langevin Algorithm

Feb 13, 2020
Yixuan Qiu, Xiao Wang


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Structural Deep Clustering Network

Feb 12, 2020
Deyu Bo, Xiao Wang, Chuan Shi, Meiqi Zhu, Emiao Lu, Peng Cui

* Published at The Web Conference (WWW) 2020, full paper 

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\emph{cm}SalGAN: RGB-D Salient Object Detection with Cross-View Generative Adversarial Networks

Dec 21, 2019
Bo Jiang, Zitai Zhou, Xiao Wang, Jin Tang

* Submitted to IEEE Transactions on Multimedia 

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Measuring Compositional Generalization: A Comprehensive Method on Realistic Data

Dec 20, 2019
Daniel Keysers, Nathanael Schärli, Nathan Scales, Hylke Buisman, Daniel Furrer, Sergii Kashubin, Nikola Momchev, Danila Sinopalnikov, Lukasz Stafiniak, Tibor Tihon, Dmitry Tsarkov, Xiao Wang, Marc van Zee, Olivier Bousquet

* Accepted for publication at ICLR 2020 

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Depth-Width Trade-offs for ReLU Networks via Sharkovsky's Theorem

Dec 09, 2019
Vaggos Chatziafratis, Sai Ganesh Nagarajan, Ioannis Panageas, Xiao Wang


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Hyperbolic Graph Attention Network

Dec 06, 2019
Yiding Zhang, Xiao Wang, Xunqiang Jiang, Chuan Shi, Yanfang Ye

* 8 pages, 4 figures 

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Independence Promoted Graph Disentangled Networks

Nov 26, 2019
Yanbei Liu, Xiao Wang, Shu Wu, Zhitao Xiao


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Multi-Component Graph Convolutional Collaborative Filtering

Nov 25, 2019
Xiao Wang, Ruijia Wang, Chuan Shi, Guojie Song, Qingyong Li


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