activity
20122023
most citedPowerWalk: Scalable Personalized PageRank via Random Walks with Vertex-Centric Decomposition

34 citations · 40 across the 15 of their papers we have counts for

collaborators

14 papers

cs.LG2022

LPC-AD: Fast and Accurate Multivariate Time Series Anomaly Detection via Latent Predictive Coding

Zhi Qi, Hong Xie, Ye Li +3

This paper proposes LPC-AD, a fast and accurate multivariate time series (MTS) anomaly detection method. LPC-AD is motivated by the ever-increasing needs for fast and accurate MTS…

cs.LG2022

Multi-Player Multi-Armed Bandits with Finite Shareable Resources Arms: Learning Algorithms & Applications

Xuchuang Wang, Hong Xie, John C. S. Lui

Multi-player multi-armed bandits (MMAB) study how decentralized players cooperatively play the same multi-armed bandit so as to maximize their total cumulative rewards. Existing MM…

cs.GT2022

Multi-dimensional Network Security Game: How do attacker and defender battle on parallel targets?

Yuedong Xu, John C. S. Lui

In this paper, we consider a new network security game wherein an attacker and a defender are battling over "multiple" targets. This type of game is appropriate to model many curre…

cs.LG20221 cited

Decentralized Stochastic Proximal Gradient Descent with Variance Reduction over Time-varying Networks

Xuanjie Li, Yuedong Xu, Jessie Hui Wang +2

In decentralized learning, a network of nodes cooperate to minimize an overall objective function that is usually the finite-sum of their local objectives, and incorporates a non-s…

cs.DC2021

Decentralized Task Offloading in Edge Computing: A Multi-User Multi-Armed Bandit Approach

Xiong Wang, Jiancheng Ye, John C. S. Lui

Mobile edge computing facilitates users to offload computation tasks to edge servers for meeting their stringent delay requirements. Previous works mainly explore task offloading w…

cs.CR2016

Monet: A User-oriented Behavior-based Malware Variants Detection System for Android

Mingshen Sun, Xiaolei Li, John C. S. Lui +2

Android, the most popular mobile OS, has around 78% of the mobile market share. Due to its popularity, it attracts many malware attacks. In fact, people have discovered around one…