Publications

Conferences

2025

  1. SenSys’25
    Demo: Parameterized Stochastic Ensemble Defense for Object Detection
    Wu, Yuting, Guo, Dongfang, Luo, Xiangzhong, Song, Qun, and Tan, Rui.
    In Proceedings of the 23rd ACM Conference on Embedded Networked Sensor Systems 2025
  2. SenSys’25
    Poster: Mobile Vision Dynamic Layer Dropping Against Adversarial Attacks
    Ma, Zimo, Luo, Xiangzhong, Song, Qun, and Tan, Rui.
    In Proceedings of the 23rd ACM Conference on Embedded Networked Sensor Systems 2025
  3. MobiSys’25
    Dynamic Defense for Car-Borne LiDAR Vehicle Detection.
    Xu, Yihan, Guo, Dongfang, Song, Qun, Lou, Yang, Zhu, Yi, Wang, Jianping, Qiao, Chunming, and Tan, Rui.
    In Proceedings of the 23rd ACM International Conference on Mobile Systems, Applications, and Services 2025

2024

  1. ECAI’24
    Leveraging Foundation Models for Zero-Shot IoT Sensing.
    Xue, Dinghao, Fan, Xiaoran, Chen, Tao, Lan, Guohao, and Song, Qun* (*corresponding author)
    In Proceedings of the 27th European Conference on Artificial Intelligence 2024
  2. Security’24
    A First Physical-World Trajectory Prediction Attack via LiDAR-induced Deceptions in Autonomous Driving.
    Lou, Yang*, Zhu, Yi*, Song, Qun* (equal contribution), Tan, Rui, Qiao, Chunming, Lee, Wei-Bin, and Wang, Jianping
    In Proceedings of the 33rd USENIX Security Symposium 2024
  3. IJCAI’24
    SGDCL: Semantic-Guided Dynamic Correlation Learning for Explainable Autonomous Driving.
    Cao, Chengtai, Chen, Xinhong, Wang, Jianping, Song, Qun, Tan, Rui, and Li, Yung-Hui
    In Proceedings of the 33rd International Joint Conference on Artificial Intelligence 2024
  4. AAAI’24
    CCTR: Calibrating Motion Prediction for Uncertainty-Aware Planning.
    Cao, Chengtai, Chen, Xinhong, Wang, Jianping, Song, Qun, Tan, Rui, and Li, Yung-Hui
    In Proceedings of the 38th Annual AAAI Conference on Artificial Intelligence 2024

2023

  1. ECAI’23
    Uncertainty-Encoded Multi-Modal Fusion for Robust Object Detection in Autonomous Driving.
    Lou, Yang, Song, Qun, Xu, Qian, Tan, Rui, and Wang, Jianping
    In Proceedings of the 26th European Conference on Artificial Intelligence 2023
  2. MobiCom’23
    VI-Map: Infrastructure-Assisted Real-Time HD Mapping for Autonomous Driving.
    He, Yuze, Bian, Chen, Xia, Jingfei, Shi, Shuyao, Yan, Zhenyu, Song, Qun, and Xing, Guoliang
    In Proceedings of the 29th Annual International Conference on Mobile Computing and Networking 2023
  3. SafeThings’23
    Towards Efficient Personalized Driver Behavior Modeling with Machine Unlearning.
    Song, Qun, Tan, Rui, and Wang, Jianping
    In The 7th IEEE/ACM Workshop on the Internet of Safe Things 2023

2022

  1. SenSys’22
    Indoor Smartphone SLAM with Learned Echoic Location Features
    Luo, Wenjie, Song, Qun, Yan, Zhenyu, Tan, Rui, and Lin, Guosheng
    In Proceedings of the 20th Conference on Embedded Networked Sensor Systems 2022
  2. SenSys’22
    PriMask: Cascadable and Collusion-Resilient Data Masking for Mobile Cloud Inference
    Linshan, Jiang, Song, Qun, Tan, Rui, and Mo, Li
    In Proceedings of the 20th Conference on Embedded Networked Sensor Systems 2022
  3. SenSys’22
    Telesonar: Robocall Alarm System by Detecting Echo Channel and Breath Timing
    Zhenyu, Yan, Tan, Rui, Song, Qun, and Lu, Chris
    In Proceedings of the 20th Conference on Embedded Networked Sensor Systems 2022
  4. EWSN’22
    Sardino: Ultra-Fast Dynamic Ensemble for Secure Visual Sensing at Mobile Edge
    Song, Qun, Yan, Zhenyu, Luo, Wenjie, and Tan, Rui
    In Proceedings of the 19th International Conference on Embedded Wireless Systems and Networks 2022

2021

  1. e-Energy’21
    Understanding Credibility of Adversarial Examples against Smart Grid: A Case Study for Voltage Stability Assessment
    Song, Qun, Tan, Rui, Ren, Chao, and Xu, Yan
    In The 12th ACM International Conference on Future Energy Systems 2021
  2. IPSN’21
    PhyAug: Physics-Directed Data Augmentation for Deep Sensing Model Transfer in Cyber-Physical Systems
    Luo, Wenjie, Yan, Zhenyu, Song, Qun, and Tan, Rui
    In Proceedings of the 20th International Conference on Information Processing in Sensor Networks (co-located with CPS-IoT Week 2021) 2021
  3. SenSys’21
    Demo Abstract: Infrastructure-Free Smartphone Indoor Localization Using Room Acoustic Responses
    Guo, Dongfang, Luo, Wenjie, Gu, Chaojie, Wu, Yuting, Song, Qun, Yan, Zhenyu, and Tan, Rui
    In Proceedings of the 19th Conference on Embedded Networked Sensor Systems 2021

2019

  1. MobiCom’19
    Towards touch-to-access device authentication using induced body electric potentials
    Yan, Zhenyu, Song, Qun, Tan, Rui, Li, Yang, and Kong, Adams Wai Kin
    In The 25th Annual International Conference on Mobile Computing and Networking 2019
  2. SenSys’19
    Moving target defense for embedded deep visual sensing against adversarial examples
    Song, Qun, Yan, Zhenyu, and Tan, Rui
    In Proceedings of the 17th Conference on Embedded Networked Sensor Systems 2019

2018

  1. UbiComp’18
    Deep room recognition using inaudible echos
    Song, Qun, Gu, Chaojie, and Tan, Rui
    Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2018

Journals

2025

  1. TTE
    BatteryCDE: A Transferable Future Capacity Estimation Method for Battery Degradation with Irregular Sampling and Missing Data
    Wang, Tianjing, Ren, Chao, Xiong, Houbo, Song, Qun, and Dong, Zhaoyang
    IEEE Transactions on Transportation Electrification 2025

2023

  1. TMC
    Indoor Smartphone SLAM with Acoustic Echoes.
    Luo, Wenjie, Song, Qun, Yan, Zhenyu, and Tan, Rui
    IEEE Transactions on Mobile Computing 2023

2022

  1. TDSC
    On Credibility of Adversarial Examples against Learning-Based Grid Voltage Stability Assessment
    Song, Qun, Tan, Rui, Ren, Chao, Xu, Yan, Lou, Yang, Wang, Jianping, and Gooi, Hoay Beng
    IEEE Transactions on Dependable and Secure Computing 2022
  2. TOSN
    Physics-Directed Data Augmentation for Deep Model Transfer to Specific Sensor
    Luo, Wenjie, Yan, Zhenyu, Song, Qun, and Tan, Rui
    ACM Transactions on Sensor Networks 2022

2021

  1. TOSN
    DeepMTD: Moving Target Defense for Deep Visual Sensing against Adversarial Examples
    Song, Qun, Yan, Zhenyu, and Tan, Rui
    ACM Transactions on Sensor Networks 2021
  2. TMC
    Touch-to-Access Device Authentication For Indoor Smart Objects
    Yan, Zhenyu, Song, Qun, and Tan, Rui
    IEEE Transactions on Mobile Computing 2021
  3. TSG
    Vulnerability Analysis, Robustness Verification, and Mitigation Strategy for Machine Learning-Based Power System Stability Assessment Model under Adversarial Examples
    Ren, Chao, Du, Xiaoning, Xu, Yan, Song, Qun, Liu, Yang, and Tan, Rui
    IEEE Transactions on Smart Grid 2021