Mila > Team > Xue Liu

Xue Liu

Associate Academic Member
Samsung's Montreal AI Center, Full Professor, McGill University

Dr. Xue (Steve) Liu is a Full Professor in the School of Computer Science and is a VP R&D, Chief Scientist and Co-Director of the Samsung’s Montreal AI Center. He is also a William Dawson Scholar (Chair Professor) at McGill University and a Professor (Courtesy Appointment) of Mathematics and Statistics at the same institution. Before that, he was the Chief Scientist at Tinder Inc., leading the research and innovation for the world’s largest dating and social discovery app valued over 10 Billion US$.

Dr. Liu is an IEEE Fellow. He is an associate member at MILA. At McGill University, he is also an associate member of the Center for Intelligent Machines (CIM), and an associate member of the Center for Advanced Systems and Technologies in Communications (SYTACom). He is a recipient of several awards including the 2017 Mitacs Award for Exceptional Leadership — Professor; the Outstanding Young Canadian Computer Science Researcher Prizes from the Canadian Association of Computer Science in 2014; and the Tomlinson Scientist Award for “recognition of excellence and scientific leadership” at McGill University. He is the founding director of the Cyber-Physical Intelligence Lab at McGill University since 2007. He also worked briefly as the Samuel R. Thompson Chair Associate Professor in the Department of Computer Science and Engineering at The University of Nebraska-Lincoln, at Hewlett-Packard Labs in Palo Alto, California and IBM T. J. Watson Research Center in New York.

Publications

2021-11

Embracing Channel Estimation in Multi-Packet Reception of ZigBee
Zhe Wang, Linghe Kong, Xue Liu and Guihai Chen
IEEE Transactions on Mobile Computing
(2021-11-30)
ieeexplore.ieee.org
Peer-to-Peer Energy Trading and Energy Conversion in Interconnected Multi-Energy Microgrids Using Multi-Agent Deep Reinforcement Learning
Tianyi Chen, Shengrong Bu, Xue Liu, Jikun Kang, F. Richard Yu and Zhu Han
IEEE Transactions on Smart Grid
(2021-11-13)
ieeexplore.ieee.org

2021-10

A Survey on Deep Learning for Human Activity Recognition
Fuqiang Gu, Mu-Huan Chung, Mark Chignell, Shahrokh Valaee, Baoding Zhou and Xue Liu
ACM Computing Surveys
(2021-10-04)
dl.acm.org

2021-09

Pyrolysis of an Artificially Matured Shale Havning Type Ii Kerogen and Its Retained Oil: Implications for Late Gas Potential
W. Jia, X.L. Liu, Q. Wang and P. Peng
30th International Meeting on Organic Geochemistry (IMOG 2021)
(2021-09-12)
www.earthdoc.org

2021-08

Detection of oropharyngeal sensory function in normal population
X L Liu, X Y Li and W Xu
Chinese journal of otorhinolaryngology head and neck surgery
(2021-08-07)
www.ncbi.nlm.nih.gov
Memorize, Factorize, or be Na\"ive: Learning Optimal Feature Interaction Methods for CTR Prediction
Fuyuan Lyu, Xing Tang, Huifeng Guo, Ruiming Tang, Xiuqiang He, Rui Zhang and Xue Liu
arXiv preprint arXiv:2108.01265
(2021-08-03)
ui.adsabs.harvard.eduPDF

2021-06

gRemote: Cloud rendering on GPU resource pool based on API-forwarding
Dongjie Tang, Linsheng Li, Jiacheng Ma, Xue Liu, Zhengwei Qi and Haibing Guan
Journal of Systems Architecture
(2021-06-01)
www.sciencedirect.com
Partitioning-Based Scheduling of OpenMP Task Systems With Tied Tasks
Yang Wang, Xu Jiang, Nan Guan, Zhishan Guo, Xue Liu and Wang Yi
IEEE Transactions on Parallel and Distributed Systems
(2021-06-01)
uu.diva-portal.org

2021-05

Multi-FR: A Multi-Objective Optimization Method for Achieving Two-sided Fairness in E-commerce Recommendation.
Haolun Wu, Chen Ma, Bhaskar Mitra, Fernando Diaz and Xue Liu
arXiv preprint arXiv:2105.02951
(2021-05-06)
ui.adsabs.harvard.eduPDF

2021-04

Design and Implementation of Smooth Renewable Power in Cloud Data Centers
Xinxin Liu, Yu Hua, Xue Liu, Ling Yang and Yuanyuan Sun
IEEE Transactions on Cloud Computing
(2021-04-30)
ieeexplore.ieee.org
Compressed Imaging Reconstruction with Sparse Random Projection
Peihao Yang, Linghe Kong, Meikang Qiu, Xue Liu and Guihai Chen
ACM Transactions on Multimedia Computing, Communications, and Applications
(2021-04-16)
dl.acm.org
Out-of-Distribution Detection using Vision Transformers
Xuan Li, Christian Desrosiers and Xue Liu
(venue unknown)
(2021-04-01)
openreview.netPDF
AdSherlock: Efficient and Deployable Click Fraud Detection for Mobile Applications
Chenhong Cao, Yi Gao, Yang Luo, Mingyuan Xia, Wei Dong, Chun Chen and Xue Liu
IEEE Transactions on Mobile Computing
(2021-04-01)
doi.org

2021-03

Accelerating data filtering for database using FPGA
Xuan Sun, Chun Jason Xue, Jinghuan Yu, Tei-Wei Kuo and Xue Liu
Journal of Systems Architecture
(2021-03-01)
www.sciencedirect.com
Efficient and Effective Dimension Control in Automotive Applications
Ye Ma, Gang Chen, Mingsong Lv, Wang Yi, Xue Liu, Hao Chen and Bo Zhu
IEEE Transactions on Industrial Informatics
(2021-03-01)
uu.diva-portal.org

2021-02

Smart Futures based Resource Trading and Coalition Formation for Real-time Mobile Data Processing
Ruitao Chen, Xianbin Wang and Xue Liu
IEEE Transactions on Services Computing
(2021-02-01)
ieeexplore.ieee.org

2021-01

Knowledge-Enhanced Top-K Recommendation in Poincaré Ball
Chen Ma, Liheng Ma, Yingxue Zhang, Haolun Wu, Xue Liu and Mark Coates
AAAI 2021
(2021-01-13)
ojs.aaai.org
Knowledge-Enhanced Top-K Recommendation in Poincar\'e Ball.
Chen Ma, Liheng Ma, Yingxue Zhang, Haolun Wu, Xue Liu and Mark Coates
arXiv preprint arXiv:2101.04852
(2021-01-13)
ui.adsabs.harvard.eduPDF
SafePath: Exploiting Ubiquitous Smartphones to Avoid Vehicle-Pedestrian Collision
Fei Gu, Jianwei Niu, Landu Jiang, Xue Liu and Gerhard P. Hancke
IEEE Internet of Things Journal
(2021-01-01)
xplorestaging.ieee.org

2020-11

Differentiation independent neuroprotective role of Vcan+ oligodendrocyte precursor cells in poststroke cognitive impairment recovery
Shen S, Wang Y, Xia R, Zeng F, Cao J, Liu X, Zhang Y, Wang Z and Tao T
bioRxiv
(2020-11-10)
europepmc.orgPDF

2020-10

Overheating-Avoidance Remapping Scheme for Reliability Enhancement of 3D PCM Storage Systems
Yu-Chen Lin, Tse-Yuan Wang, Che-Wei Tsao, Yuan-Hao Chang, Jian-Jia Chen, Xue Liu and Tei-Wei Kuo
RACS 2020
(2020-10-13)
dl.acm.org
Kidney injury molecule-1 is a potential receptor for SARS-CoV-2
Yang C, Zhang Y, Chen H, Chen Y, Yang D, Shen Z, Wang X, Liu X, Xiong M and Huang K
bioRxiv
(2020-10-10)
europepmc.orgPDF
Out-of-Distribution Detection for Skin Lesion Images with Deep Isolation Forest
Xuan Li, Yuchen Lu, Christian Desrosiers and Xue Liu
International Workshop on Machine Learning in Medical Imaging
(2020-10-04)
link.springer.com[Also on arXiv preprint arXiv:2003.09365 (2020-03-20)]

2020-09

mSIMPAD: Efficient and Robust Mining of Successive Similar Patterns of Multiple Lengths in Time Series
Chun-Tung Li, Jiannong Cao, Xue Liu and Milos Stojmenovic
ACM Transactions on Computing for Healthcare
(2020-09-30)
dl.acm.org
Accelerometer-based smartphone eavesdropping
Zhongjie Ba, Tianhang Zheng, Zhan Qin, Hanlin Yu, Liu Liu, Baochun Li, Xue Liu and Kui Ren
MOBICOM 2020
(2020-09-21)
dl.acm.org
Exploiting Link Diversity for Performance-Aware and Repeatable Simulation in Low-Power Wireless Networks
Zhiwei Zhao, Geyong Min, Wei Dong, Xue Liu, Weifeng Gao, Tao Gu and Minghang Yang
IEEE ACM Transactions on Networking
(2020-09-02)
dl.acm.org

2020-08

Probabilistic Metric Learning with Adaptive Margin for Top-K Recommendation
Chen Ma, Liheng Ma, Yingxue Zhang, Ruiming Tang, Xue Liu and Mark Coates
Adaptive Feature Boosting of Multi-Sourced Deep Autoencoders for Smart Grid Intrusion Detection
Chengming Hu, Jun Yan and Xue Liu
PES 2020
(2020-08-02)
ieeexplore.ieee.org

2020-07

Feature Statistics Guided Efficient Filter Pruning.
Hang Li, Chen Ma, Wei Xu and Xue Liu
Accelerating Deep Learning Systems via Critical Set Identification and Model Compression
Rui Han, Chi Harold Liu, Shilin Li, Shilin Wen and Xue Liu
IEEE Transactions on Computers
(2020-07-01)
dl.acm.org

2020-06

gRemote: API-Forwarding Powered Cloud Rendering
Dongjie Tang, Yun Wang, Linsheng Li, Jiacheng Ma, Xue Liu, Zhengwei Qi and Haibing Guan
HPDC 2020
(2020-06-23)
dl.acm.org
Shapley Homology: Topological Analysis of Sample Influence for Neural Networks
Kaixuan Zhang, Qinglong Wang, Xue Liu and C. Lee Giles
TimelyRep: Timing deterministic replay for Android web applications
Yanqiang Liu, Fangge Yan, Mingyuan Xia, Zhengwei Qi and Xue Liu
Software Testing, Verification & Reliability
(2020-06-01)
onlinelibrary.wiley.com

2020-05

Decoupling of Gd–Cr magnetism and giant magnetocaloric effect in layered honeycomb tellurate GdCrTeO6
J. D. Liu, Z. W. Ouyang, X. C. Liu, J. J. Cao, Z. X. Wang, Z. C. Xia and G. H. Rao
Journal of Applied Physics
(2020-05-07)
ui.adsabs.harvard.edu

2020-04

Memory Augmented Graph Neural Networks for Sequential Recommendation
Chen Ma, Liheng Ma, Yingxue Zhang, Jianing Sun, Xue Liu and Mark Coates

2020-03

Adversarial Attacks and Defenses in Deep Learning
Kui Ren, Tianhang Zheng, Zhan Qin and Xue Liu
Engineering
(2020-03-01)
doaj.org

2020-02

DeepFood: Food Image Analysis and Dietary Assessment via Deep Model
Landu Jiang, Bojia Qiu, Xue Liu, Chenxi Huang and Kunhui Lin
IEEE Access
(2020-02-13)
doaj.org
Givs: Fine-Grained Gesture Control for Mobile Devices in Driving Environments
Landu Jiang, Mingyuan Xia, Xue Liu and Fan Bai
IEEE Access
(2020-02-05)
doaj.org
Efficient drone hijacking detection using two-step GA-XGBoost
Zhiwei Feng, Nan Guan, Mingsong Lv, Wenchen Liu, Qingxu Deng, Xue Liu and Wang Yi
Journal of Systems Architecture
(2020-02-01)
www.sciencedirect.com

2020-01

Survey of the low power wide area network technologies
Fei Gu, Jianwei Niu, Landu Jiang, Xue Liu and Mohammed Atiquzzaman
Journal of Network and Computer Applications
(2020-01-01)
www.sciencedirect.com
Learning-based Practical Smartphone Eavesdropping with Built-in Accelerometer.
Zhongjie Ba, Tianhang Zheng, Xinyu Zhang, Zhan Qin, Baochun Li, Xue Liu and Kui Ren
NDSS 2020
(2020-01-01)
www.ndss-symposium.org
Bulk Savings for Bulk Transfers: Minimizing the Energy-Cost for Geo-Distributed Data Centers
Xingjian Lu, Fanxin Kong, Xue Liu, Jianwei Yin, Qiao Xiang and Huiqun Yu
IEEE Transactions on Cloud Computing
(2020-01-01)
ieeexplore.ieee.org

2019-11

Connecting First and Second Order Recurrent Networks with Deterministic Finite Automata.
Qinglong Wang, Kaixuan Zhang, Xue Liu and C. Lee Giles
arXiv: Learning
(2019-11-12)
ui.adsabs.harvard.eduPDF
SafeWatch: A Wearable Hand Motion Tracking System for Improving Driving Safety
Chongguang Bi, Jun Huang, Guoliang Xing, Landu Jiang, Xue Liu and Minghua Chen
ACM Transactions on Cyber-Physical Systems
(2019-11-02)
dl.acm.org
FID-sketch: an accurate sketch to store frequencies in data streams
Tong Yang, Haowei Zhang, Hao Wang, Muhammad Shahzad, Xue Liu, Qin Xin and Xiaoming Li
World Wide Web
(2019-11-01)
link.springer.com
RadioLoc: Learning Vehicle Locations with FM Signal in All-Terrain Environments
Xi Chen, Qiao Xiang, Linghe Kong and Xue Liu
MASS 2019
(2019-11-01)
doi.org

2019-10

Boosting Image Recognition with Non-differentiable Constraints
Xuan Li, Yuchen Lu, Peng Xu, Jizong Peng, Christian Desrosiers and Xue Liu
arXiv: Computer Vision and Pattern Recognition
(2019-10-02)
ui.adsabs.harvard.eduPDF

2019-08

Leaking your engine speed by spectrum analysis of real-Time scheduling sequences
Songran Liu, Nan Guan, Dong Ji, Weichen Liu, Xue Liu and Wang Yi
Journal of Systems Architecture
(2019-08-01)
www.sciencedirect.com

2019-07

Hierarchical Gating Networks for Sequential Recommendation
Chen Ma, Peng Kang and Xue Liu
B-IoT: Blockchain Driven Internet of Things with Credit-Based Consensus Mechanism
Junqin Huang, Linghe Kong, Guihai Chen, Long Cheng, Kaishun Wu and Xue Liu
ICDCS 2019
(2019-07-07)
doi.org
Smoother: A Smooth Renewable Power-Aware Middleware
Xinxin Liu, Yu Hua, Xue Liu, Ling Yang and Yuanyuan Sun
ICDCS 2019
(2019-07-07)
ieeexplore.ieee.org

2019-06

GreenBroker: Optimal Electric Vehicle Park-and-Charge Control via Vehicle-to-Infrastructure Communication
Qiao Xiang, Linghe Kong, Xi Chen, Zhe Wang, Lei Rao and Xue Liu
BLACKSEACOM 2019
(2019-06-03)
doi.org

2019-04

Distributed Data Center Bandwidth Allocation for Cloud-Based Streaming
Fanxin Kong, Xingjian Lu and Xue Liu
IEEE Transactions on Sustainable Computing
(2019-04-01)
doi.org

2019-03

Reconfigurable Battery Systems: A Survey on Hardware Architecture and Research Challenges
Shaheer Muhammad, M. Usman Rafique, Shuai Li, Zili Shao, Qixin Wang and Xue Liu
ACM Transactions on Design Automation of Electronic Systems
(2019-03-07)
dl.acm.org
Towards Secure Industrial IoT: Blockchain System With Credit-Based Consensus Mechanism
Junqin Huang, Linghe Kong, Guihai Chen, Min-You Wu, Xue Liu and Peng Zeng
IEEE Transactions on Industrial Informatics
(2019-03-06)
ieeexplore.ieee.org

2019-02

Searchable Storage in Cloud Computing
Xue Liu and Yu Hua
(venue unknown)
(2019-02-13)
www.amazon.com
Multi-Channel Based Sybil Attack Detection in Vehicular Ad Hoc Networks Using RSSI
Yuan Yao, Bin Xiao, Gaofei Wu, Xue Liu, Zhiwen Yu, Kailong Zhang and Xingshe Zhou
IEEE Transactions on Mobile Computing
(2019-02-01)
doi.org

2019-01

Gated Attentive-Autoencoder for Content-Aware Recommendation
Chen Ma, Peng Kang, Bin Wu, Qinglong Wang and Xue Liu
Cross-Domain Noise Impact Evaluation for Black Box Two-Level Control CPS
Feng Tan, Liansheng Liu, Stefan Winter, Qixin Wang, Neeraj Suri, Lei Bu, Yu Peng, Xue Liu and Xiyuan Peng
ACM Transactions on Cyber-Physical Systems
(2019-01-16)
doi.org
Backgrounds of Searchable Storage
Yu Hua and Xue Liu
(venue unknown)
(2019-01-01)
link.springer.com
Semantic-Aware Metadata Organization for Exact-Matching Queries
Yu Hua and Xue Liu
(venue unknown)
(2019-01-01)
link.springer.com
Hashing Computation for Scalable Metadata
Yu Hua and Xue Liu
(venue unknown)
(2019-01-01)
link.springer.com
Near Real-Time Searchable Analytics for Images
Yu Hua and Xue Liu
(venue unknown)
(2019-01-01)
link.springer.com
The Component of Searchable Storage: Semantic-Aware Namespace
Yu Hua and Xue Liu
(venue unknown)
(2019-01-01)
link.springer.com
Semantic-Aware Data Cube for Cloud Networks
Yu Hua and Xue Liu
(venue unknown)
(2019-01-01)
link.springer.com
HyperCo: Optimizing Network Performance in ARM-Based Mobile Virtualization
Jianguo Yao, Ting Deng, Xue Liu, Hans-Arno Jacobsen and Haibing Guan
IEEE Transactions on Services Computing
(2019-01-01)
ieeexplore.ieee.org
Indoor Localization Based on Channel State Information
Shabir Abdul Samadh, Qianyu Liu, Xue Liu, Negar Ghourchian and Michel Allegue
WISNET 2019
(2019-01-01)
ieeexplore.ieee.org
Bandwidth and Energy Efficient Image Sharing for Situation Awareness in Disasters
Pengfei Zuo, Yu Hua, Yuanyuan Sun, Xue Liu, Jie Wu, Yuncheng Guo, Wen Xia, Shunde Cao and Dan Feng
IEEE Transactions on Parallel and Distributed Systems
(2019-01-01)
doi.org

2018-12

An Efficient UAV Hijacking Detection Method Using Onboard Inertial Measurement Unit
Zhiwei Feng, Nan Guan, Mingsong Lv, Weichen Liu, Qingxu Deng, Xue Liu and Wang Yi
ACM Transactions in Embedded Computing Systems
(2018-12-08)
www.diva-portal.org

2018-11

Verification of Recurrent Neural Networks Through Rule Extraction.
Qinglong Wang, Kaixuan Zhang, Xue Liu and C. Lee Giles
arXiv preprint arXiv:1811.06029
(2018-11-14)
ui.adsabs.harvard.eduPDF
Defending Against Adversarial Samples Without Security through Obscurity
Wenbo Guo, Qinglong Wang, Kaixuan Zhang, Alexander G. Ororbia, Sui Huang, Xue Liu, C. Lee Giles, Lin Lin and Xinyu Xing
ICDM 2018
(2018-11-01)
www.computer.org

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