Selected Publications

Our work spans across both Ubiquitous and Networked Systems (e.g., IMWUT/UbiComp, MobiCom, SenSys, SIGCOMM, NSDI, ICCPS, ICRA) and Data Science (e.g., KDD, WWW, ICDE, CIKM, SIGSPATIAL). The underlined authors are my advised/mentored students.

2024

  • [CIKM'24] MalLight: Influence-Aware Coordinated Traffic Signal Control for Traffic Signal Malfunctions
    Qinchen Yang, Zejun Xie, Hua Wei, Desheng Zhang, Yu Yang

  • [ICRA'24] Human Preference-aware Rebalancing and Charging for Shared Electric Micromobility Vehicles
    Heng Tan, Yukun Yuan, Hua Yan, Shuxin Zhong, Yu Yang

  • [WWW'24] Robust Route Planning under Uncertain Pickup Requests for Last-mile Delivery
    Hua Yan, Heng Tan, Haotian Wang, Desheng Zhang, Yu Yang

  • [KDD'24] Urban-Focused Multi-Task Offline Reinforcement Learning with Contrastive Data Sharing
    Xinbo Zhao, Yingxue Zhang, Xin Zhang, Yu Yang, Yiqun Xie, Yanhua Li, and Jun Luo

  • [ICDM'24] Align Along Time and Space: A Graph Latent Diffusion Model for Traffic Dynamics Prediction
    Yuhang Liu, Yingxue Zhang, Xin Zhang, Yu Yang, Yiqun Xie, Sahar Ghanipoor Machiani, Yanhua Li, and Jun Luo

2023

  • [CIKM'23] Joint Rebalancing and Charging for Shared Electric Micromobility Vehicles with Energy-informed Demand
    Heng Tan, Yukun Yuan, Shuxin Zhong, Yu Yang (Best Paper Award)

  • [CIKM'23] Logistics Audience Expansion via Temporal Knowledge Graph
    Hua Yan, Yingqiang Ge, Haotian Wang, Desheng Zhang, Yu Yang

  • [CIKM'23] Identifying Regional Driving Risks via Transductive Cross-City Transfer Learning Under Negative Transfer
    Hua Yan, Hao Wang, Desheng Zhang, Yu Yang

  • [CIKM'23] RLIFE: Remaining Lifespan Prediction for E-scooters
    Shuxin Zhong, William Yubeaton, Wenjun Lyu, Guang Wang, Desheng Zhang, Yu Yang

  • [CIKM'23] CARPG: Cross-City Knowledge Transfer for Traffic Accident Prediction via Attentive Region-level Parameter Generation
    Guang Yang, Yuequn Zhang, Jinquan Hang, Xinyue Feng, Zejun Xie, Desheng Zhang, Yu Yang

  • [ICCPS'23] Poster: Joint Rebalancing and Charging for Shared Electric Micromobility Vehicles with Human-system Interaction
    Heng Tan, Yukun Yuan, Shuxin Zhong, Yu Yang

2022

  • [ICDE'22] O2-SiteRec: Store Site Recommendation under the O2O Model via Multi-graph Attention Networks
    Hua Yan, Shuai Wang, Yu Yang, Baoshen Guo, Tian He, Desheng Zhang
    [Video]

  • [ICDCS'22] BikeCAP: Deep Spatial-temporal Capsule Network for Multi-step Bike Demand Prediction
    Shuxin Zhong, Wenjun Lyu, Desheng Zhang, Yu Yang

  • [CIKM'22] Towards Fair Workload Assessment via Homogeneous Order Grouping in Last-mile Delivery
    Wenjun Lyu, Kexin Zhang, Baoshen Guo, Zhiqing Hong, Guang Yang, Guang Wang, Yu Yang, Yunhuai Liu, Desheng Zhang

  • [SIGSPATIAL'22] FastAddr: Real-time Abnormal Address Detection via Contrastive Augmentation for Location-based Services
    Zhiqing Hong, Heng Yang, Haotian Wang, Wenjun Lyu, Yu Yang, Guang Wang, Yunhuai Liu, Yang Wang, Desheng Zhang

  • [KDD'22] Para-Pred: Addressing Heterogeneity for City-Wide Indoor Status Estimation in On-Demand Delivery
    Wei Liu, Yi Ding, Shuai Wang, Yu Yang, Desheng Zhang

  • [IMWUT/UbiComp'22] P2-Loc: A Person-2-Person Indoor Localization System in On-Demand Delivery
    Yi Ding, Dongzhe Jiang, Yu Yang, Yunhuai Liu, Tian He, Desheng Zhang

  • [IMWUT/UbiComp'22] Mover: Generalizability Verification of Human Mobility Models via Heterogeneous Use Cases
    Wenjun Lyu, Guang Wang, Yu Yang, Desheng Zhang

  • [Scientific Reports] A Long-term Travel Delay Measurement Study based on Multi-Modal Human Mobility Data
    Zhihan Fang, Guang Wang, Yu Yang, Fan Zhang, Yang Wang, Desheng Zhang

  • [TON] Nationwide Deployment and Operation of a Virtual Arrival Detection System in the Wild
    Yi Ding, Yu Yang, Wenchao Jiang, Yunhuai Liu, Tian He, Desheng Zhang

2021 and Before

  • [IMWUT/UbiComp'21] ALWAES: Automatic Location-Aware Correction System for Online Delivery Platforms
    Dongzhe Jiang, Yi Ding, Hao Zhang, Yunhuai Liu, Tian He, Yu Yang, Desheng Zhang

  • [IMWUT/UbiComp'21] CellSense: Human Mobility Recovery via Cellular Network Data Enhancement
    Zhihan Fang, Yu Yang, Guang Yang, Yikun Xian, Fan Zhang, Desheng Zhang

  • [KDD'21] MoCha: Large-Scale Driving Pattern Characterization for Usage-based Insurance
    Zhihan Fang, Guang Yang, Dian Zhang, Xiaoyang Xie, Guang Wang, Yu Yang, Fan Zhang, Desheng Zhang

  • [SIGCOMM'21] Nationwide Deployment and Operation of a Virtual Arrival Detection System in the Wild
    Ding Yi, Yu Yang, Wenchao Jiang, Yunhuai Liu, Tian He, Desheng Zhang
    [Dataset]

  • [NSDI'21] From Conception to Retirement: a Lifetime Story of a 3-Year-Old Operational Wireless Beacon System in the Wild
    Yi Ding, Ling Liu, Yu Yang, Yunhuai Liu, Desheng Zhang, Tian He
    [Dataset]

  • [TON] From Conception to Retirement: a Lifetime Story of a 3-Year-Old Operational Wireless Beacon System in the Wild
    Ding Yi, Ling Liu, Yu Yang, Yunhuai Liu, Desheng Zhang, Tian He

  • [MobiCom'20] TransLoc: Transparent Indoor Localization with Uncertain Human Participation for Instant Delivery
    Yu Yang, Ding Yi, Dengpan Yuan, Guang Wang, Xiaoyang Xie, Yunhuai Liu, Tian He, Desheng Zhang
    [Dataset] [Short video] [Long video]

  • [IMWUT/UbiComp'20] Extending Coverage of Stationary Sensing Systems with Mobile Sensing Systems for Human Mobility Modeling
    Yu Yang, Zhihan Fang, Xiaoyang Xie, Fan Zhang, Yunhuai Liu, Desheng Zhang (UbiComp Audience Award)

  • [IMWUT/UbiComp'20] CellPred: A Behavior-aided Scheme for Cellular Data Usage Prediction
    Zhou Qin, Fang Cao, Yu Yang, Shuai Wang, Yunhuai Liu, Chang Tan, Desheng Zhang

  • [TMC] VeMo: Enabling Transparent Vehicular Mobility Modeling at Individual Levels with Full Penetration
    Yu Yang, Xiaoyang Xie, Zhihan Fang, Fan Zhang, Yang Wang, Desheng Zhang

  • [MobiCom'19] VeMo: Enabling Transparent Vehicular Mobility Modeling at Individual Levels with Full Penetration
    Yu Yang, Xiaoyang Xie, Zhihan Fang, Fan Zhang, Yang Wang, Desheng Zhang

  • [IMWUT/UbiComp'19] MAC: Measuring the Impacts of Anomalies on Travel Time of Multiple Transportation Systems
    Zhihan Fang, Yu Yang, Shuai Wang, Boyang Fu, Zixing Song, Fan Zhang, Desheng Zhang

  • [IMWUT/UbiComp'19] coSense: Collaborative Urban-Scale Vehicle Sensing based on Heterogeneous Fleets
    Xiaoyang Xie, Yu Yang, Zhihan Fang, Guang Wang, Fan Zhang, Fan Zhang, Yunhuai Liu, Desheng Zhang

  • [IMWUT/UbiComp'18] SharedEdge: GPS-Free Fine-Grained Travel Time Estimation in State-Level Highway Systems
    Yu Yang, Fan Zhang, Desheng Zhang

  • [IMWUT/UbiComp'17] Your Search Path Tells Others Where to Park: Towards Fine-Grained Parking Availability Crowdsourcing Using Parking Decision Models
    Ruilin Liu, Yu Yang, Daehan Kwak, Desheng Zhang, Liviu Iftode, Badri Nath