Publications

Survey

• IoT Cloud Security Review: A Case Study Approach Using Emerging Consumer-oriented Applications

  Fei Chen, Duming Luo, Tao Xiang, Ping Chen, Junfeng Fan, Hong-Linh Truong

  ACM Computing Surveys (CSUR)

2022

• An underwater image quality assessment metric

  Pengfei Guo, Hantao Liu, Delu Zeng, Tao Xiang, Leida Li, Ke Gu

  IEEE Transactions on Multimedia , CCF Rank B

• Byzantine-resilient Decentralized Stochastic Gradient Descent

  Shangwei Guo, Tianwei Zhang, Han Yu, Xiaofei Xie, Lei Ma, Tao Xiang, Yang Liu

  IEEE Transactions on Circuits and Systems for Video Technology , CCF Rank B

• Machine Learning-based Spoofing Attack Detection in MmWave 60GHz IEEE 802.11ad Networks

  Ning Wang, Long Jiao, Pu Wang, Weiwei Li, Kai Zeng

  IEEE Conference on Computer Communications (INFOCOM) , CCF Rank A

• Self-Supervised Pre-training on the Target Domain for Cross-Domain Person Re-identification

  Junyin Zhang, Yongxin Ge, Xinqian Gu, Boyu Hua, Tao Xiang

  ACM International Conference on Multimedia (ACM MM) , CCF Rank A

• Self-Supervised Pre-training on the Target Domain for Cross-Domain Person Re-identification

  Junyin Zhang, Yongxin Ge, Xinqian Gu, Boyu Hua, Tao Xiang

  ACM International Conference on Multimedia (ACM MM) , CCF Rank A

• ESB-FL: Efficient and Secure Blockchain-Based Federated Learning with Fair Payment

  Biwen Chen, Honghong Zeng, Tao Xiang, Shangwei Guo, Tianwei Zhang, Yang Liu

  IEEE Transactions on Big Data

• An End-to-End No-Reference Video Quality Assessment Method With Hierarchical Spatiotemporal Feature Representation

  Wenhao Shen, Mingliang Zhou, Xingran Liao, Weijia Jia, Tao Xiang, Bin Fang, Zhaowei Shang

  IEEE Transactions on Broadcasting

• C-Wall: Conflict-Resistance in Privacy-Preserving Cloud Storage

  Xiaoguo Li, Tao Xiang, Yi Mu, Fuchun Guo, Zhongyuan Yao

  IEEE Transactions on Cloud Computing

• BMIF: Privacy-Preserving Blockchain-Based Medical Image Fusion

  Tao Xiang, Honghong Zeng, Biwen Chen, Shangwei Guo

  ACM Transactions on Multimedia Computing Communications and Applications , CCF Rank B

• Triggerless Backdoor Attack for NLP Tasks with Clean Labels

  Leilei Gan, Jiwei Li, Tianwei Zhang, Xiaoya Li, Yuxian Meng, Fei Wu, Yi Yang, Shangwei Guo, Chun Fan

  North American Chapter of the Association for Computational Linguistics (NAACL) , CSL@CQU Rank A

• NASPY: Automated Extraction of Automated Machine Learning Models (Spotlight)

  Xiaoxuan Lou, Shangwei Guo, Jiwei Li, Yaoxin Wu, Tianwei Zhang

  International Conference on Learning Representations (ICLR) , CSL@CQU Rank A+

• BadPre: Task-agnostic Backdoor Attacks to Pre-trained NLP Foundation Models

  Kangjie Chen, Yuxian Meng, Xiaofei Sun, Shangwei Guo, Tianwei Zhang, Jiwei Li, Chun Fan

  International Conference on Learning Representations (ICLR) , CSL@CQU Rank A

• Practical Privacy-Preserving Federated Learning in Vehicular Fog Computing

  Yiran Li, Hongwei Li, Guowen Xu, Tao Xiang, Rongxing Lu

  IEEE Transactions on Vehicular Technology

• Optimum Quality Control Algorithm for Versatile Video Coding

  Mingliang Zhou, Xuekai Wei, Cheng Ji, Tao Xiang, Bin Fang

  IEEE Transactions on Broadcasting

• EGM: An Efficient Generative Model for Unrestricted Adversarial Examples

  Tao Xiang, Hangcheng Liu, Shangwei Guo, Yan Gan, Xiaofeng Liao

  ACM Transactions on Sensor Networks , CCF Rank B

• Hunter: HE-friendly Structured Pruning for Efficient Privacy-preserving Deep Learning

  Yifei Cai, Qiao Zhang, Rui Ning, Chunsheng Xin, Hongyi Wu

  ACM ASIA Conference on Computer and Communications Security (ASIACCS) , CSL@CQU Rank A

2021

• PRNet: A Progressive Recovery Network for Revealing Perceptually Encrypted Images

  Tao Xiang, Ying Yang, Shangwei Guo, Hangcheng Liu, Hantao Liu

  ACM International Conference on Multimedia (ACM MM) , CCF Rank A

• Self-Supervised Pre-training on the Target Domain for Cross-Domain Person Re-identification

  Junyin Zhang, Yongxin Ge, Xinqian Gu, Boyu Hua, Tao Xiang

  ACM International Conference on Multimedia (ACM MM) , CCF Rank A

• Achieving Privacy-Preserving Online Diagnosis with Outsourced SVM in Internet of Medical Things Environment

  Bin Xie, Tao Xiang, Xiaofeng Liao, Jiahui Wu

  IEEE Transactions on Dependable and Secure Computing , CCF Rank A

• Efficient Top-k Matching for Publish/Subscribe Ride Hitching

  Yafei Li, Hongyan Gu, Rui Chen, Jianliang Xu, Shangwei Guo, Junxiao Xue, Mingliang Xu

  IEEE Transactions on Knowledge and Data Engineering , CCF Rank A

• Multiple-Instance Learning from Similar and Dissimilar Bags

  Lei Feng, Senlin Shu, Yuzhou Cao, Lue Tao, Hongxin Wei, Tao Xiang, Bo An, Gang Niu

  ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) , CCF Rank A

• Public Key Based Searchable Encryption with Fine-Grained Sender Permission Control (Best Paper)

  Zhongming Wang, Biwen Chen, Tao Xiang, Lu Zhou, Hongyang Yan, Jin Li

  International Conference on Provable Security

• Byzantine-resilient Decentralized Stochastic Gradient Descent

  Shangwei Guo, Tianwei Zhang, Han Yu, Xiaofei Xie, Lei Ma, Tao Xiang, Yang Liu

  IEEE Transactions on Circuits and Systems for Video Technology , CCF Rank B

• A Novel Privacy-Preserving Location-Based Services Search Scheme in Outsourced Cloud

  Dong Li, Jiahui Wu, Junqing Le, Xiaofeng Liao, Tao Xiang

  IEEE Transactions on Cloud Computing , CCF Rank C

• Joint Reinforcement Learning and Game Theory Bitrate Control Method for 360-Degree Dynamic Adaptive Streaming

  Xuekai Wei, Mingliang Zhou, Sam Kwong, Hui Yuan, Tao Xiang

  IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , CCF Rank B

• QOE-Based Neural Live Streaming Method with Continuous Dynamic Adaptive Video Quality Control

  Xuekai Wei, Mingliang Zhou, Sam Kwong, Hui Yuan, Tao Xiang

  IEEE International Conference on Multimedia and Expo (ICME) , CCF Rank B

• Teacher-Supervised Generative Adversarial Networks

  Yan Gan, Tao Xiang, Hangcheng Liu, Mao Ye, Dan Liu

  IEEE International Conference on Multimedia and Expo (ICME) , CCF Rank B

• Topology-aware Differential Privacy for Decentralized Image Classification

  Shangwei Guo, Tianwei Zhang, Guowen Xu, Han Yu, Tao Xiang, Yang Liu

  IEEE Transactions on Circuits and Systems for Video Technology , CCF Rank B

• Fine-tuning Is Not Enough: A Simple yet Effective Watermark Removal Attack for DNN Models

  Shangwei Guo, Tianwei Zhang, Han Qiu, Yi Zeng, Tao Xiang, Yang Liu

  International Joint Conference on Artificial Intelligence (IJCAI) , CCF Rank A

• An Efficient Preprocessing-based Approach to Mitigate Advanced Adversarial Attacks

  Han Qiu, Yi Zeng, Qinkai Zheng, Shangwei Guo, Tianwei Zhang, Hewu Li

  IEEE Transactions on Computers , CCF Rank A

• Privacy-preserving Collaborative Learning with Automatic Transformation Search (Oral)

  Wei Gao, Shangwei Guo, Tianwei Zhang, Han Qiu, Yonggang Wen, Yang Liu

  IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , CSL@CQU Rank A+

• DeepSweep: An Evaluation Framework for Mitigating DNN Backdoor Attacks using Data Augmentation

  Han Qiu, Yi Zeng, Shangwei Guo, Tianwei Zhang, Meikang Qiu, Bhavani Thuraisingham

  ACM ASIA Conference on Computer and Communications Security (AsiaCCS) , CSL@CQU Rank A

• Stealing Deep Reinforcement Learning Models for Fun and Profit

  Kangjie Chen, Shangwei Guo, Tianwei Zhang, Xiaofei Xie, Yang Liu

  ACM ASIA Conference on Computer and Communications Security (AsiaCCS) , CSL@CQU Rank A

• Temporal Watermarks for Deep Reinforcement Learning Models

  Kangjie Chen, Shangwei Guo, Tianwei Zhang, Shuxin Li, Yang Liu

  International Conference on Autonomous Agents and Multiagent Systems (AAMAS) , CCF Rank B

• Privacy-Preserving Reverse Nearest Neighbor Query over Encrypted Spatial Data

  Xiaoguo Li, Tao Xiang, Shangwei Guo, Hongwei Li, Yi Mu

  IEEE Transactions on Services Computing , CCF Rank B

• Achieving Privacy-Preserving Online Diagnosis with Outsourced SVM in Internet of Medical Things Environment

  Bin Xie, Tao Xiang, Xiaofeng Liao, Jiahui Wu

  IEEE Transactions on Dependable and Secure Computing (TDSC) , CCF Rank A

• Federated Continuous Learning with Broad Network Architecture

  Le Junqing, Lei Xinyu, Mu Nankun, Zhang Hengrun, Zeng Kai, Liao Xiaofeng.

  IEEE Transactions on Cybernetics , CCF Rank B

• Secure and Efficient Data Deduplication in JointCloud Storage

  Zhang Di, Le Junqing, Mu Nankun, Wu Jiahui, Liao Xiaofeng.

  IEEE Transactions on Cloud Computing (TCC) , CCF Rank C

• GALA: Greedy ComputAtion for Linear Algebra in Privacy-Preserved Neural Networks

  Qiao Zhang, Chunsheng Xin, Hongyi Wu

  Network and Distributed System Security (NDSS) Symposium , CSL@CQU Rank A+

• Exploiting Beam Features for Spoofing Attack Detection in mmWave 60-GHz IEEE 802.11ad Networks

  Ning Wang, Long Jiao, Pu Wang, Weiwei Li, Kai Zeng

  IEEE Transactions on Wireless Communications(TWC) , CCF Rank B