[1] Ziyuan Zhang, Han Qiu, Zhang Maosen, Jun Liu, Bin Chen, Tianwei Zhang, Hewu Li. “COSMIC: Compress Satellite Image Efficiently via Diffusion Compensation.” Annual Conference on Neural Information Processing Systems (NeurIPS) 2024.
[2] Rongwu Xu, Yishuo Cai, Zhenhong Zhou, Renjie Gu, Haiqin Weng, Yan Liu, Tianwei Zhang, Wei Xu, Han Qiu. “Course-Correction: Safety Alignment Using Synthetic Preferences.” The Conference on Empirical Methods in Natural Language Processing (EMNLP) 2024.
[3] Rongwu Xu, Zian Zhou, Tianwei Zhang, Zehan Qi, Su Yao, Ke Xu, Wei Xu, Han Qiu. “Walking in Others’ Shoes: How Perspective-Taking Guides Large Language Models in Reducing Toxicity and Bias.” The Conference on Empirical Methods in Natural Language Processing (EMNLP) 2024.
[4] Rongwu Xu, Brian S Lin, Shujian Yang, Tianqi Zhang, Weiyan Shi, Tianwei Zhang, Zhixuan Fang, Wei Xu, Han Qiu. “The Earth is Flat because…: Investigating LLMs’ Belief towards Misinformation via Persuasive Conversation.” Annual Meeting of the Association for Computational Linguistics (ACL) 2024. Outstanding Paper Award.
[5] Xingshuo Han, Haozhao Wang, Kangqiao Zhao, Gelei Deng, Yuan Xu, Hangcheng Liu, Han Qiu, Tianwei Zhang. “VisionGuard: Secure and Robust Visual Perception of Autonomous Vehicles in Practice.” ACM Conference on Computer and Communications Security (CCS) 2024
[6] Yuan Xu, Gelei Deng, Xingshuo Han, Guanlin Li, Han Qiu, Tianwei Zhang. “PhyScout: Detecting Sensor Spoofing Attacks via Spatio-temporal Consistency.” ACM Conference on Computer and Communications Security (CCS) 2024
[7] Xingshuo Han, Yutong Wu, Qingjie Zhang, Yuan Zhou, Yuan Xu, Han Qiu, Guowen Xu, Tianwei Zhang. “Backdooring Multimodal Learning.” IEEE Symposium on Security and Privacy (Oakland) 2024
[8] Boheng Li, Yishuo Cai, Jisong Cai, Yiming Li, Han Qiu, Run Wang, Tianwei Zhang. “Purifying Quantization-conditioned Backdoors via Layer-wise Activation Correction with Distribution Approximation.” International Conference on Machine Learning (ICML) 2024
[9] Qingjie Zhang, Lijun Chi, Di Wang, Mounira Msahli, Gerard Memmi, Tianwei Zhang, Chao Zhang, Han Qiu. “Laser Shield: a Physical Defense with Polarizer against Laser Attack.” ACM Design Automation Conference (DAC) 2024
[10] Yutong Wu, Han Qiu, Shangwei Guo, Jiwei Li, Tianwei Zhang. “You Only Query Once: An Efficient Label-Only Membership Inference Attack.” International Conference on Learning Representations (ICLR) 2024
[11] Xiaobei Yan, Han Qiu, Tianwei Zhang. “UniGuard: A Unified Hardware-oriented Threat Detector for FPGA-based AI Accelerators.” International Conference on Field-Programmable Logic and Applications (FPL) 2024. Stamatis Vassiliadis Best Paper Award Nominee.
[12] Jianshuo Dong, Han Qiu, Yiming Li, Tianwei Zhang, Yuanjie Li, Zeqi Lai, Chao Zhang, Shu-Tao Xia. “One-bit Flip is All You Need: When Bit-flip Attack Meets Model Training.” IEEE International Conference on Computer Vision (ICCV) 2023
[13] Yutong Wu, Xingshuo Han, Han Qiu, Tianwei Zhang. “Computation and Data Efficient Backdoor Attacks.” IEEE International Conference on Computer Vision (ICCV) 2023
[14] Jialai Wang, Ziyuan Zhang, Meiqi Wang, Han Qiu, Tianwei Zhang, Qi Li, Zongpeng Li, Tao Wei, Chao Zhang. “Aegis: Mitigating Targeted Bit-flip Attacks against Deep Neural Networks.” USENIX Security Symposium 2023
[15] Jialai Wang, Wenjie Qu, Yi Rong, Han Qiu, Qi Li, Zongpeng L, Chao Zhang. “MPass: Bypassing Learning-based Static Malware Detectors.” ACM Design Automation Conference (DAC) 2023
[16] Guanlin Li, Guowen Xu, Shangwei Guo, Han Qiu, Jiwei Li, Tianwei Zhang. “Extracting Robust Models with Uncertain Examples.” International Conference on Learning Representations (ICLR) 2023
[17] Tian Dong, Ziyuan Zhang, Han Qiu, Tianwei Zhang, Hewu Li, Terry Wang. “Mind Your Heart: Stealthy Backdoor Attack on Dynamic Deep Neural Network in Edge Computing.” IEEE International Conference on Computer Communications (INFOCOM) 2023
[18] Wei Gao, Xu Zhang, Shangwei Guo, Tianwei Zhang, Tao Xiang, Han Qiu, Yonggang Wen, Yang Liu. “Automatic Transformation Search Against Deep Leakage from Gradients.” IEEE Transactions on Pattern Analysis and Machine Intelligence (2023)
[19] Tianzhu Zhang, Han Qiu, Gabriele Castellano, Myriana Rifai, Chung Shue Chen, Fabio Pianese. “System Log Parsing: A Survey.” IEEE Transactions on Knowledge and Data Engineering (2022)
[20] Wenbo Jiang, Tianwei Zhang, Han Qiu, Hongwei Li, Guowen Xu. “Incremental Learning, Incremental Backdoor Threats.” IEEE Transactions on Dependable and Secure Computing (2022)
[21] Guanlin Li, Guowen Xu, Han Qiu, Ruan He, Jiwei Li, Tianwei Zhang. “Improving Adversarial Robustness of 3D Point Cloud Classification Models.” European Conference on Computer Vision (ECCV) 2022
[22] Jialai Wang, Han Qiu, Yi Rong, Hengkai Ye, Qi Li, Zongpeng Li, Chao Zhang. “BET: Black-box Efficient Testing for Convolutional Neural Networks.” ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA) 2022
[23] Hao Wang, Wenjie Qu, Gilad Katz, Wenyu Zhu, Zeyu Gao, Han Qiu, Jianwei Zhuge, Chao Zhang. “jTrans: Jump-Aware Transformer for Binary Code Similarity Detection.” ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA) 2022
[24] Yujun Huang, Bin Chen, Jianghui Zhang, Han Qiu, Shutao Xia. “Compressive Sensing based Asymmetric Semantic Image Compression for Resource-constrained IoT system.” ACM Design Automation Conference (DAC) 2022
[25] Tianzhu Zhang, Han Qiu, Marco Mellia, Yuanjie Li, Hewu Li, Ke Xu. “Interpreting AI for Networking: Where We Are and Where We Are Going?” IEEE Communications Magazine (2022)
[26] Han Qiu, Yi Zeng, Qinkai Zheng, Shangwei Guo, Tianwei Zhang, and Hewu Li. “An Efficient Preprocessing-based Approach to Mitigate Advanced Adversarial Attacks.” IEEE Transactions on Computers (2021).
[27] Han Qiu, Zeng Yi, Shangwei Guo, Tianwei Zhang, Meikang Qiu, and Bhavani Thuraisingham. “DeepSweep: An Evaluation Framework for Mitigating DNN Backdoor Attacks using Data Augmentation.” ACM AsiaCCS 2021.
[28] Wei Gao, Shangwei Guo, Tianwei Zhang, Han Qiu, Yonggang Wen, and Yang Liu. “Privacy-preserving Collaborative Learning with Automatic Transformation Search.” IEEE/CVF CVPR 2021 (oral presentation).