Publications

A complete list can be found in Google Scholar and DBLP

Survey

• Robust and Privacy-Preserving Collaborative Learning: A Comprehensive Survey [paper list] [code]

  Shangwei Guo, Xu Zhang, Fei Yang, Tianwei Zhang, Yan Gan, Tao Xiang, Yang Liu

  Pre-print

• Threats to Pre-trained Language Models: Survey and Taxonomy

  Shangwei Guo, Chunlong Xie, Tao Xiang, Jiwei Li, Lingjuan Lyu, Tianwei Zhang

  Pre-print

2024

• Fingerprinting Image-to-Image Generative Adversarial Networks

  Guanlin Li, Guowen Xu, Han Qiu, Shangwei Guo, Run Wang, Jiwei Li, Tianwei Zhang, Longxing Lu

  IEEE European Symposium on Security and Privacy (Euro S&P)

• AutoSched: An Adaptive Self-configured Framework for Scheduling Deep Learning Training Workloads

  Wei Gao, Xu Zhang, Shan Huang, Shangwei Guo, Peng Sun, Yonggang Wen, Tianwei Zhang

  ACM International Conference on Supercomputing (ICS), CCF Rank B

• Contrast-then-Approximate: Analyzing Keyword Leakage of Generative Language Models

  Zhirui Zeng, Tao Xiang, Shangwei Guo, Jialing He, Qiao Zhang, Guowen Xu, Tianwei Zhang

  IEEE Transactions on Information Forensics and Security (TIFS), CCF Rank A

• Protecting Confidential Virtual Machines from Hardware Performance Counter Side Channels

  Xiaoxuan Lou, Kangjie Chen, Guowen Xu, Han Qiu, Shangwei Guo, Tianwei Zhang

  Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN), CCF Rank B

• Efficient Group Key Generation Based on Satellite Cluster State Information for Drone Swarm

  Ning Wang, Jixuan Duan, Biwen Chen, Shangwei Guo, Tao Xiang, Kai Zeng

  IEEE Transactions on Information Forensics and Security (TIFS), CCF Rank A

• You Only Query Once: An Efficient Label-Only Membership Inference Attack

  Yutong Wu, Han Qiu, Shangwei Guo, Jiwei Li, Tianwei Zhang

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

• Text Classification via Large Language Models

  Xiaofei Sun, Xiaoya Li, Jiwei Li, Fei Wu, Shangwei Guo, Tianwei Zhang, Guoyin Wang

  Conference on Empirical Methods in Natural Language Processing (EMNLP), CCF Rank B

2023

• The Illusion of Visual Security: Reconstructing Perceptually Encrypted Images

  Ying Yang, Tao Xiang, Xiao Lv, Shangwei Guo, Tieyong Zeng

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

• Mercury: An Automated Remote Side-channel Attack to Nvidia Deep Learning Accelerator

  Xiaobei Yan, Xiaoxuan Lou, Guowen Xu, Han Qiu, Shangwei Guo, Chip Hong Chang, Tianwei Zhang

  International Conference on Field Programmable Technology (FPT), CCF Rank C

• Erase and Repair: An Efficient Box-Free Removal Attack on High-Capacity Deep Hiding

  Hangcheng Liu, Tao Xiang, Shangwei Guo, Han Li, Tianwei Zhang, Xiaofeng Liao

  IEEE Transactions on Information Forensics and Security (TIFS), CCF Rank A

• What can Discriminator do? Towards a Box-free Ownership Verification of Generative Adversarial Networks

  Ziheng Huang, Boheng Li, Yan Cai, Run Wang, Shangwei Guo, Liming Fang, Jing Chen, Lina Wang

  International Conference on Computer Vision (ICCV), CCF Rank A

• Automatic Transformation Search Against Deep Leakage from Gradients

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

  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), CCF Rank A

• Contrastive Fusion Representation: Mitigating Adversarial Attacks on VQA Models (Oral)

  Jialing He, Zhen Qin, Hangcheng Liu, Shangwei Guo, Biwen Chen, Ning Wang, Tao Xiang

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

• EHNQ: Subjective and Objective Quality Evaluation of Enhanced Night-Time Images

  Ying Yang, Tao Xiang, Shangwei Guo, Xiao Lv, Hantao Liu, Xiaofeng Liao

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

• Towards Query Efficient Black-Box Attacks: A Universal Dual Transferability-Based Framework

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

  ACM Transactions on Intelligent Systems and Technology (TIST)

• Extracting Robust Models with Uncertain Examples

  Guanlin Li, Guowen Xu, Shangwei Guo, Han Qiu, Jiwei Li, Tianwei Zhang

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

• Secure Decentralized Image Classification with Multiparty Homomorphic Encryption

  Guowen Xu, Guanlin Li, Shangwei Guo, Tianwei Zhang, Hongwei Li

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

2022

• Text’s Armor: Optimized Local Adversarial Perturbation Against Scene Text Editing Attacks

  Tao Xiang, Hangcheng Liu, Shangwei Guo, Hantao Liu, Tianwei Zhang

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

• Rethinking the Vulnerability of DNN Watermarking: Are Watermarks Robust against Naturalness-aware Perturbations?

  Run Wang, Haoxuan Li, Lingzhou Mu, Jixing Ren, Shangwei Guo, Li Liu, Liming Fang, Jing Chen, Lina Wang

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

• Ownership Verification of DNN Architectures via Hardware Cache Side Channels

  Xiaoxuan Lou, Shangwei Guo, Jiwei Li, Tianwei Zhang

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

• 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 (TBD)

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

  Tao Xiang, Honghong Zeng, Biwen Chen, Shangwei Guo

  ACM Transactions on Multimedia Computing Communications and Applications (TOMM) 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

• EGM: An Efficient Generative Model for Unrestricted Adversarial Examples

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

  ACM Transactions on Sensor Networks (TOSN), CCF Rank B

2021

• 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 (TKDE), CCF Rank A

• 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 (TCSVT), 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 (TCSVT), CCF Rank B

• 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

• 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 (TC), CCF Rank A

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

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

  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), CCF Rank A

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

  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 (TSC), CCF Rank B

2020

• vCBIR: A Verifiable Search Engine for Content-Based Image Retrieval

  Shangwei Guo, Yang Ji, Ce Zhang, Cheng Xu, Jianliang Xu

  IEEE International Conference on Data Engineering (ICDE)

• SensIR: Towards Privacy-sensitive Image Retrieval in the Cloud, Signal Processing: Image Communication

  Lishuang Hu, Tao Xiang, Shangwei Guo

  Signal Processing: Image Communication, CCF Rank C

2019

• ImageProof: Enabling authentication for large-scale image retrieval

  Shangwei Guo, Jianliang Xu, Ce Zhang, Cheng Xu, Tao Xiang

  IEEE International Conference on Data Engineering (ICDE), CCF Rank A

• PEID: A Perceptually Encrypted Image Database for Visual Security Evaluation

  Shangwei Guo, Tao Xiang, Xiaoguo Li, Ying Yang

  IEEE Transactions on Information Forensics and Security (TIFS), CCF Rank A

• Towards Efficient Privacy-Preserving Face Recognition in the Cloud

  Shangwei Guo, Tao Xiang, Xiaoguo Li

  Signal Processing, CCF Rank C

• Visual Security Evaluation of Perceptually Encrypted Images Based on Image Importance

  Tao Xiang, Ying Yang, Hangcheng Liu, Shangwei Guo

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

• Blind Night-Time Image Quality Assessment: Subjective and Objective Approaches

  Tao Xiang, Ying Yang, Shangwei Guo

  IEEE Transactions on Multimedia (TMM), CCF Rank B

2018 and Before

• Efficient biometric identity-based encryption

  Xiaoguo Li, Tao Xiang, Fei Chen, Shangwei Guo

  Information Sciences, CCF Rank B

• Perceptual visual security index based on edge and texture similarities

  Tao Xiang, Shangwei Guo, Xiaoguo Li

  IEEE Transactions on Information Forensics and Security (TIFS), CCF Rank A

• Processing secure, verifiable and efficient SQL over outsourced database

  Tao Xiang, Xiaoguo Li, Fei Chen, Shangwei Guo, Yuanyuan Yang

  Information Sciences, CCF Rank B