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EasyTransfer -- A Simple and Scalable Deep Transfer Learning Platform for NLP Applications

Nov 23, 2020
Minghui Qiu, Peng Li, Hanjie Pan, Chengyu Wang, Ang Wang, Cen Chen, Yaliang Li, Dehong Gao, Jun Huang, Yong Li, Jun Yang, Deng Cai, Wei Lin

* 4 pages 

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Probability-Density-Based Deep Learning Paradigm for the Fuzzy Design of Functional Metastructures

Nov 11, 2020
Ying-Tao Luo, Peng-Qi Li, Dong-Ting Li, Yu-Gui Peng, Zhi-Guo Geng, Shu-Huan Xie, Yong Li, Andrea Alu, Jie Zhu, Xue-Feng Zhu

* Research, vol. 2020, Article ID 8757403, 2020 
* Published in Research, an AAAS Science Partner Journal 

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Graph Neural Network with Automorphic Equivalence Filters

Nov 09, 2020
Fengli Xu, Quanming Yao, Pan Hui, Yong Li


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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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MicroRec: Accelerating Deep Recommendation Systems to Microseconds by Hardware and Data Structure Solutions

Oct 12, 2020
Wenqi Jiang, Zhenhao He, Shuai Zhang, Thomas B. Preußer, Kai Zeng, Liang Feng, Jiansong Zhang, Tongxuan Liu, Yong Li, Jingren Zhou, Ce Zhang, Gustavo Alonso

* Under submission 

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Simplify and Robustify Negative Sampling for Implicit Collaborative Filtering

Sep 07, 2020
Jingtao Ding, Yuhan Quan, Quanming Yao, Yong Li, Depeng Jin

* 20 pages, 7 figures, 8 tables 

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Reinforced Epidemic Control: Saving Both Lives and Economy

Aug 04, 2020
Sirui Song, Zefang Zong, Yong Li, Xue Liu, Yang Yu

* Accepted by KDD'20 "AI For Covid-19" Initiative 

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DeepNetQoE: Self-adaptive QoE Optimization Framework of Deep Networks

Jul 17, 2020
Rui Wang, Min Chen, Nadra Guizani, Yong Li, Hamid Gharavi, Kai Hwang


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Generalizing Tensor Decomposition for N-ary Relational Knowledge Bases

Jul 08, 2020
Yu Liu, Quanming Yao, Yong Li

* WWW 2020 

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Proving Non-Inclusion of Büchi Automata based on Monte Carlo Sampling

Jul 07, 2020
Yong Li, Andrea Turrini, Xuechao Sun, Lijun Zhang

* Accepted to ATVA 2020; typos corrected; authors corrected 

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On the Power of Unambiguity in Büchi Complementation

May 18, 2020
Yong Li, Moshe Y. Vardi, Lijun Zhang


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Bundle Recommendation with Graph Convolutional Networks

May 07, 2020
Jianxin Chang, Chen Gao, Xiangnan He, Yong Li, Depeng Jin

* Accepted by SIGIR 2020 (Short) 

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Urban Anomaly Analytics: Description, Detection, and Prediction

Apr 25, 2020
Mingyang Zhang, Tong Li, Yue Yu, Yong Li, Pan Hui, Yu Zheng

* Accepted by IEEE Transactions on Big Data 

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A Survey on Edge Intelligence

Mar 26, 2020
Dianlei Xu, Tong Li, Yong Li, Xiang Su, Sasu Tarkoma, Pan Hui


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Hybrid Compositional Reasoning for Reactive Synthesis from Finite-Horizon Specifications

Dec 09, 2019
Suguman Bansal, Yong Li, Lucas M. Tabajara, Moshe Y. Vardi

* Accepted by AAAI 2020 

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Adaptive Context Network for Scene Parsing

Nov 05, 2019
Jun Fu, Jing Liu, Yuhang Wang, Yong Li, Yongjun Bao, Jinhui Tang, Hanqing Lu

* International Conference on Computer Vision 2019 
* Accepted by ICCV 2019 

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UrbanRhythm: Revealing Urban Dynamics Hidden in Mobility Data

Nov 03, 2019
Sirui Song, Tong Xia, Depeng Jin, Pan Hui, Yong Li

* Submitted to IEEE Transactions on Knowledge and Data Engineering (TKDE) 

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Adversarial Representation Learning for Robust Patient-Independent Epileptic Seizure Detection

Sep 18, 2019
Xiang Zhang, Lina Yao, Manqing Dong, Zhe Liu, Yu Zhang, Yong Li


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Searching for Interaction Functions in Collaborative Filtering

Jun 28, 2019
Quanming Yao, Xiangning Chen, James Kwok, Yong Li


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LambdaOpt: Learn to Regularize Recommender Models in Finer Levels

May 28, 2019
Yihong Chen, Bei Chen, Xiangnan He, Chen Gao, Yong Li, Jian-Guang Lou, Yue Wang

* Accepted by KDD 2019 

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Learning Phase Competition for Traffic Signal Control

May 12, 2019
Guanjie Zheng, Yuanhao Xiong, Xinshi Zang, Jie Feng, Hua Wei, Huichu Zhang, Yong Li, Kai Xu, Zhenhui Li


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A Noise-Sensitivity-Analysis-Based Test Prioritization Technique for Deep Neural Networks

Jan 20, 2019
Long Zhang, Xuechao Sun, Yong Li, Zhenyu Zhang


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Smartphone App Usage Prediction Using Points of Interest

Nov 26, 2017
Donghan Yu, Yong Li, Fengli Xu, Pengyu Zhang, Vassilis Kostakos

* 21 pages, 6 figures, accepted by UbiComp 2018 

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Improving Deep Neural Network with Multiple Parametric Exponential Linear Units

Jan 17, 2017
Yang Li, Chunxiao Fan, Yong Li, Qiong Wu, Yue Ming


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