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2024

An Efficient Preprocessing-Based Approach to Mitigate Advanced Adversarial AttacksHan Qiu 0001, Yi Zeng, Qinkai Zheng, Shangwei Guo, Tianwei Zhang 0004, Hewu Li. TC, 73(3):645-655, March 2024. [doi]

SAME: Sample Reconstruction against Model Extraction AttacksYi Xie 0002, Jie Zhang, Shiqian Zhao, Tianwei Zhang 0004, Xiaofeng Chen 0001. AAAI 2024: 19974-19982 [doi]

Deep Learning Workload Scheduling in GPU Datacenters: A SurveyZhisheng Ye 0002, Wei Gao, Qinghao Hu, Peng Sun 0006, Xiaolin Wang 0001, Yingwei Luo, Tianwei Zhang 0004, Yonggang Wen 0001. ACM Comput. Surv., 56(6), June 2024. [doi]

Ymir: A Scheduler for Foundation Model Fine-tuning Workloads in DatacentersWei Gao, Weiming Zhuang, Minghao Li, Peng Sun, Yonggang Wen 0001, Tianwei Zhang 0004. ics 2024: 259-271 [doi]

AutoSched: An Adaptive Self-configured Framework for Scheduling Deep Learning Training WorkloadsWei Gao, Xu Zhang, Shan Huang, Shangwei Guo, Peng Sun, Yonggang Wen 0001, Tianwei Zhang 0004. ics 2024: 473-484 [doi]

UniSched: A Unified Scheduler for Deep Learning Training Jobs With Different User DemandsWei Gao, Zhisheng Ye 0002, Peng Sun 0006, Tianwei Zhang 0004, Yonggang Wen 0001. TC, 73(6):1500-1515, June 2024. [doi]

Characterization of Large Language Model Development in the DatacenterQinghao Hu, Zhisheng Ye 0002, Zerui Wang, Guoteng Wang, Meng Zhang, Qiaoling Chen, Peng Sun 0006, Dahua Lin, Xiaolin Wang 0001, Yingwei Luo, Yonggang Wen 0001, Tianwei Zhang 0004. NSDI 2024: 709-729 [doi]

Incremental Learning, Incremental Backdoor ThreatsWenbo Jiang, Tianwei Zhang 0004, Han Qiu 0001, Hongwei Li 0001, Guowen Xu. tdsc, 21(2):559-572, March - April 2024. [doi]

A Comprehensive Defense Framework Against Model Extraction AttacksWenbo Jiang, Hongwei Li 0001, Guowen Xu, Tianwei Zhang 0004, Rongxing Lu. tdsc, 21(2):685-700, March - April 2024. [doi]

Boosting Black-Box Attack to Deep Neural Networks With Conditional Diffusion ModelsRenYang Liu, Wei Zhou 0011, Tianwei Zhang 0004, Kangjie Chen, Jun Zhao 0007, Kwok-Yan Lam. tifs, 19:5207-5219, 2024. [doi]

A Tamper-Resistant Broadcasting Scheme for Secure Communication in Internet of Autonomous VehiclesJianfei Sun, Junyi Tao, Hao Zhang, Yanan Zhao, Liming Nie, Xiaochun Cheng, Tianwei Zhang 0004. tits, 25(3):2837-2846, March 2024. [doi]

FedDSE: Distribution-aware Sub-model Extraction for Federated Learning over Resource-constrained DevicesHaozhao Wang, Yabo Jia, Meng Zhang, Qinghao Hu, Hao Ren 0001, Peng Sun 0006, Yonggang Wen 0001, Tianwei Zhang 0004. WWW 2024: 2902-2913 [doi]

Differentially Private Federated Learning With an Adaptive Noise MechanismRui Xue, Kaiping Xue, Bin Zhu, Xinyi Luo, Tianwei Zhang 0004, Qibin Sun, Jun Lu. tifs, 19:74-87, 2024. [doi]

Contrast-Then-Approximate: Analyzing Keyword Leakage of Generative Language ModelsZhirui Zeng, Tao Xiang 0001, Shangwei Guo, Jialing He, Qiao Zhang 0002, Guowen Xu, Tianwei Zhang 0004. tifs, 19:5166-5180, 2024. [doi]

2023

DefQ: Defensive Quantization Against Inference Slow-Down Attack for Edge ComputingHan Qiu 0001, Tianwei Zhang 0004, Tianzhu Zhang, HongYu Li, Meikang Qiu. iotj, 10(4):3243-3251, February 15 2023. [doi]

PriFR: Privacy-preserving Large-scale File Retrieval System via Blockchain for Encrypted Cloud DataHao Ren 0001, Guowen Xu, Han Qiu 0001, Tianwei Zhang 0004. bigdatasec 2023: 16-23 [doi]

Cooperative collision avoidance in multirobot systems using fuzzy rules and velocity obstaclesWenbing Tang 0001, Yuan Zhou 0005, Tianwei Zhang 0004, Yang Liu, Jing Liu, Zuohua Ding. robotica, 41(2):668-689, February 2023. [doi]

GuardHFL: Privacy Guardian for Heterogeneous Federated LearningHanxiao Chen, Meng Hao, Hongwei Li, Kangjie Chen, Guowen Xu, Tianwei Zhang 0004, Xilin Zhang. icml 2023: 4566-4584 [doi]

Clean-image Backdoor: Attacking Multi-label Models with Poisoned Labels OnlyKangjie Chen, Xiaoxuan Lou, Guowen Xu, Jiwei Li 0001, Tianwei Zhang 0004. iclr 2023: [doi]

PriVDT: An Efficient Two-Party Cryptographic Framework for Vertical Decision TreesHanxiao Chen, Hongwei Li 0001, Yingzhe Wang, Meng Hao, Guowen Xu, Tianwei Zhang 0004. tifs, 18:1006-1021, 2023. [doi]

NAUTILUS: Automated RESTful API Vulnerability DetectionGelei Deng, Zhiyi Zhang, Yuekang Li, Yi Liu, Tianwei Zhang 0004, Yang Liu 0003, Guo Yu, Dongjin Wang. uss 2023: 5593-5609 [doi]

One-bit Flip is All You Need: When Bit-flip Attack Meets Model TrainingJianshuo Dong, Han Qiu 0001, Yiming Li 0004, Tianwei Zhang 0004, Yuanjie Li, Zeqi Lai, Chao Zhang, Shu-Tao Xia. iccv 2023: 4665-4675 [doi]

Mind Your Heart: Stealthy Backdoor Attack on Dynamic Deep Neural Network in Edge ComputingTian Dong, Ziyuan Zhang, Han Qiu 0001, Tianwei Zhang 0004, Hewu Li, Terry Wang. infocom 2023: 1-10 [doi]

Automatic Transformation Search Against Deep Leakage From GradientsWei Gao, Xu Zhang, Shangwei Guo, Tianwei Zhang 0004, Tao Xiang, Han Qiu 0001, Yonggang Wen 0001, Yang Liu 0003. pami, 45(9):10650-10668, September 2023. [doi]

ADS-Lead: Lifelong Anomaly Detection in Autonomous Driving SystemsXingshuo Han, Yuan Zhou 0005, Kangjie Chen, Han Qiu 0001, Meikang Qiu, Yang Liu 0003, Tianwei Zhang 0004. tits, 24(1):1039-1051, January 2023. [doi]

FastSecNet: An Efficient Cryptographic Framework for Private Neural Network InferenceMeng Hao, Hongwei Li 0001, Hanxiao Chen, Pengzhi Xing, Tianwei Zhang 0004. tifs, 18:2569-2582, 2023. [doi]

Unbalanced Circuit-PSI from Oblivious Key-Value RetrievalMeng Hao, Weiran Liu, Liqiang Peng, Hongwei Li, Cong Zhang, Hanxiao Chen, Tianwei Zhang 0004. iacr, 2023:1636, 2023. [doi]

Hydro: Surrogate-Based Hyperparameter Tuning Service in DatacentersQinghao Hu, Zhisheng Ye 0002, Meng Zhang, Qiaoling Chen, Peng Sun 0006, Yonggang Wen 0001, Tianwei Zhang 0004. osdi 2023: 757-777 [doi]

Lucid: A Non-intrusive, Scalable and Interpretable Scheduler for Deep Learning Training JobsQinghao Hu, Meng Zhang, Peng Sun 0006, Yonggang Wen 0001, Tianwei Zhang 0004. asplos 2023: 457-472 [doi]

Color Backdoor: A Robust Poisoning Attack in Color SpaceWenbo Jiang, Hongwei Li 0001, Guowen Xu, Tianwei Zhang 0004. cvpr 2023: 8133-8142 [doi]

Physical Black-Box Adversarial Attacks Through TransformationsWenbo Jiang, Hongwei Li 0001, Guowen Xu, Tianwei Zhang 0004, Rongxing Lu. tbd, 9(3):964-974, June 2023. [doi]

Can We Mitigate Backdoor Attack Using Adversarial Detection Methods?Kaidi Jin, Tianwei Zhang 0004, Chao Shen 0001, Yufei Chen 0001, Ming Fan 0002, Chenhao Lin, Ting Liu 0002. tdsc, 20(4):2867-2881, July - August 2023. [doi]

Multi-target Backdoor Attacks for Code Pre-trained ModelsYanzhou Li, Shangqing Liu, Kangjie Chen, Xiaofei Xie, Tianwei Zhang 0004, Yang Liu 0003. acl 2023: 7236-7254 [doi]

Extracting Robust Models with Uncertain ExamplesGuanlin Li, Guowen Xu, Shangwei Guo, Han Qiu 0001, Jiwei Li 0001, Tianwei Zhang 0004. iclr 2023: [doi]

Erase and Repair: An Efficient Box-Free Removal Attack on High-Capacity Deep HidingHangcheng Liu, Tao Xiang, Shangwei Guo, Han Li, Tianwei Zhang 0004, Xiaofeng Liao 0001. tifs, 18:5229-5242, 2023. [doi]

Towards Robust and Expressive Whole-body Human Pose and Shape EstimationHui En Pang, Zhongang Cai, Lei Yang, Qingyi Tao, Zhonghua Wu, Tianwei Zhang 0004, Ziwei Liu. nips 2023: [doi]

Secure Data Sharing With Flexible Cross-Domain Authorization in Autonomous Vehicle SystemsJianfei Sun, Guowen Xu, Tianwei Zhang 0004, Xiaochun Cheng, Xingshuo Han, MingJian Tang 0001. tits, 24(7):7527-7540, 2023. [doi]

Verifiable, Fair and Privacy-Preserving Broadcast Authorization for Flexible Data Sharing in CloudsJianfei Sun, Guowen Xu, Tianwei Zhang 0004, Xuehuan Yang, Mamoun Alazab, Robert H. Deng. tifs, 18:683-698, 2023. [doi]

Privacy-Aware and Security-Enhanced Efficient Matchmaking EncryptionJianfei Sun, Guowen Xu, Tianwei Zhang 0004, Xuehuan Yang, Mamoun Alazab, Robert H. Deng. tifs, 18:4345-4360, 2023. [doi]

Share Your Data Carefree: An Efficient, Scalable and Privacy-Preserving Data Sharing Service in Cloud ComputingJianfei Sun, Guowen Xu, Tianwei Zhang 0004, Hu Xiong, Hongwei Li 0001, Robert H. Deng. tcc, 11(1):822-838, January - March 2023. [doi]

Aegis: Mitigating Targeted Bit-flip Attacks against Deep Neural NetworksJialai Wang, Ziyuan Zhang, Meiqi Wang, Han Qiu 0001, Tianwei Zhang 0004, Qi Li 0002, Zongpeng Li, Tao Wei, Chao Zhang 0008. uss 2023: 2329-2346 [doi]

A survey on cybersecurity attacks and defenses for unmanned aerial systemsZhaoxuan Wang, Yang Li 0055, Shihao Wu, Yuan Zhou 0005, Libin Yang, Yuan Xu, Tianwei Zhang 0004, Quan Pan 0001. jsa, 138:102870, 2023. [doi]

Computation and Data Efficient Backdoor AttacksYutong Wu, Xingshuo Han, Han Qiu 0001, Tianwei Zhang 0004. iccv 2023: 4782-4791 [doi]

SoK: Rethinking Sensor Spoofing Attacks against Robotic Vehicles from a Systematic ViewYuan Xu, Xingshuo Han, Gelei Deng, Jiwei Li 0001, Yang Liu 0003, Tianwei Zhang 0004. eurosp 2023: 1082-1100 [doi]

Secure Decentralized Image Classification With Multiparty Homomorphic EncryptionGuowen Xu, Guanlin Li, Shangwei Guo, Tianwei Zhang 0004, Hongwei Li 0001. tcsv, 33(7):3185-3198, July 2023. [doi]

Hercules: Boosting the Performance of Privacy-Preserving Federated LearningGuowen Xu, Xingshuo Han, Shengmin Xu, Tianwei Zhang 0004, Hongwei Li 0001, Xinyi Huang 0001, Robert H. Deng. tdsc, 20(5):4418-4433, September - October 2023. [doi]

MERCURY: An Automated Remote Side-channel Attack to Nvidia Deep Learning AcceleratorXiaobei Yan, Xiaoxuan Lou, Guowen Xu, Han Qiu 0001, Shangwei Guo, Chip-Hong Chang, Tianwei Zhang 0004. fpt 2023: 188-197 [doi]

ATTA: Adversarial Task-transferable Attacks on Autonomous Driving SystemsQingjie Zhang, Maosen Zhang, Han Qiu 0001, Tianwei Zhang 0004, Mounira Msahli, Gérard Memmi. icdm 2023: 798-807 [doi]

2022

Astraea: A Fair Deep Learning Scheduler for Multi-Tenant GPU ClustersZhisheng Ye 0002, Peng Sun 0006, Wei Gao, Tianwei Zhang 0004, Xiaolin Wang 0001, Shengen Yan, Yingwei Luo. tpds, 33(11):2781-2793, 2022. [doi]

Watermarking Pre-trained Encoders in Contrastive LearningYutong Wu 0009, Han Qiu 0001, Tianwei Zhang 0004, Jiwei Li, Meikang Qiu. icdis 2022: 228-233 [doi]

BadPre: Task-agnostic Backdoor Attacks to Pre-trained NLP Foundation ModelsKangjie Chen, Yuxian Meng, Xiaofei Sun, Shangwei Guo, Tianwei Zhang 0004, Jiwei Li, Chun Fan. iclr 2022: [doi]

On the (In)Security of Secure ROS2Gelei Deng, Guowen Xu, Yuan Zhou 0005, Tianwei Zhang 0004, Yang Liu 0003. ccs 2022: 739-753 [doi]

Triggerless Backdoor Attack for NLP Tasks with Clean LabelsLeilei Gan, Jiwei Li, Tianwei Zhang 0004, Xiaoya Li, Yuxian Meng, Fei Wu 0001, Yi Yang 0001, Shangwei Guo, Chun Fan. naacl 2022: 2942-2952 [doi]

Titan: a scheduler for foundation model fine-tuning workloadsWei Gao, Peng Sun 0006, Yonggang Wen 0001, Tianwei Zhang 0004. CLOUD 2022: 348-354 [doi]

Byzantine-Resilient Decentralized Stochastic Gradient DescentShangwei Guo, Tianwei Zhang 0004, Han Yu 0001, Xiaofei Xie, Lei Ma, Tao Xiang, Yang Liu 0003. tcsv, 32(6):4096-4106, 2022. [doi]

Topology-Aware Differential Privacy for Decentralized Image ClassificationShangwei Guo, Tianwei Zhang 0004, Guowen Xu, Han Yu 0001, Tao Xiang, Yang Liu 0003. tcsv, 32(6):4016-4027, 2022. [doi]

Physical Backdoor Attacks to Lane Detection Systems in Autonomous DrivingXingshuo Han, Guowen Xu, Yuan Zhou, Xuehuan Yang, Jiwei Li, Tianwei Zhang 0004. mm 2022: 2957-2968 [doi]

Primo: Practical Learning-Augmented Systems with Interpretable ModelsQinghao Hu, Harsha Nori, Peng Sun 0006, Yonggang Wen 0001, Tianwei Zhang 0004. usenix 2022: 519-538 [doi]

A Formal Methodology for Verifying Side-Channel Vulnerabilities in Cache ArchitecturesKe Jiang, Tianwei Zhang 0004, David Sanán, Yongwang Zhao, Yang Liu 0003. icfem 2022: 190-208 [doi]

Cache Refinement Type for Side-Channel Detection of Cryptographic SoftwareKe Jiang, Yuyan Bao, Shuai Wang, Zhibo Liu, Tianwei Zhang 0004. ccs 2022: 1583-1597 [doi]

Improving Adversarial Robustness of 3D Point Cloud Classification ModelsGuanlin Li, Guowen Xu, Han Qiu 0001, Ruan He, Jiwei Li, Tianwei Zhang 0004. eccv 2022: 672-689 [doi]

NASPY: Automated Extraction of Automated Machine Learning ModelsXiaoxuan Lou, Shangwei Guo, Jiwei Li, Yaoxin Wu, Tianwei Zhang 0004. iclr 2022: [doi]

Ownership Verification of DNN Architectures via Hardware Cache Side ChannelsXiaoxuan Lou, Shangwei Guo, Jiwei Li, Tianwei Zhang 0004. tcsv, 32(11):8078-8093, 2022. [doi]

Online adaptation for autonomous unmanned systems driven by requirements satisfaction modelYixing Luo, Yuan Zhou 0005, Haiyan Zhao, Zhi Jin, Tianwei Zhang 0004, Yang Liu 0003, Danny Barthaud, Yijun Yu. SoSyM, 21(4):1295-1319, 2022. [doi]

Fast Nearest Neighbor Machine TranslationYuxian Meng, Xiaoya Li, Xiayu Zheng, Fei Wu 0001, Xiaofei Sun, Tianwei Zhang 0004, Jiwei Li. acl 2022: 555-565 [doi]

GNN-LM: Language Modeling based on Global Contexts via GNNYuxian Meng, Shi Zong, Xiaoya Li, Xiaofei Sun, Tianwei Zhang 0004, Fei Wu, Jiwei Li. iclr 2022: [doi]

Sentence Similarity Based on ContextsXiaofei Sun, Yuxian Meng, Xiang Ao 0001, Fei Wu 0001, Tianwei Zhang 0004, Jiwei Li, Chun Fan. tacl, 10:573-588, 2022. [doi]

A Practical Fog-Based Privacy-Preserving Online Car-Hailing Service SystemJianfei Sun, Guowen Xu, Tianwei Zhang 0004, Mamoun Alazab, Robert H. Deng. tifs, 17:2862-2877, 2022. [doi]

Text's Armor: Optimized Local Adversarial Perturbation Against Scene Text Editing AttacksTao Xiang, Hangcheng Liu, Shangwei Guo, Hantao Liu, Tianwei Zhang 0004. mm 2022: 2777-2785 [doi]

Tear Up the Bubble Boom: Lessons Learned From a Deep Learning Research and Development ClusterZehua Yang, Zhisheng Ye 0002, Tianhao Fu, Jing Luo, Xiong Wei, Yingwei Luo, Xiaolin Wang 0001, Zhenlin Wang, Tianwei Zhang 0004. iccd 2022: 672-680 [doi]

2021

Adversarial Attacks Against Network Intrusion Detection in IoT SystemsHan Qiu 0001, Tian Dong, Tianwei Zhang 0004, Jialiang Lu, Gérard Memmi, Meikang Qiu. iotj, 8(13):10327-10335, 2021. [doi]

DeepSweep: An Evaluation Framework for Mitigating DNN Backdoor Attacks using Data AugmentationHan Qiu 0001, Yi Zeng, Shangwei Guo, Tianwei Zhang 0004, Meikang Qiu, Bhavani M. Thuraisingham. AsiaCCS 2021: 363-377 [doi]

Practical and Scalable Security Verification of Secure ArchitecturesTianwei Zhang 0004, Jakub Jakub, Ruby B. Lee. micro 2021: [doi]

Stealing Deep Reinforcement Learning Models for Fun and ProfitKangjie Chen, Shangwei Guo, Tianwei Zhang 0004, Xiaofei Xie, Yang Liu. AsiaCCS 2021: 307-319 [doi]

Temporal Watermarks for Deep Reinforcement Learning ModelsKangjie Chen, Shangwei Guo, Tianwei Zhang 0004, Shuxin Li, Yang Liu. atal 2021: 314-322 [doi]

An Investigation of Byzantine Threats in Multi-Robot SystemsGelei Deng, Yuan Zhou, Yuan Xu, Tianwei Zhang 0004, Yang Liu. raid 2021: 17-32 [doi]

Layer-wise Model Pruning based on Mutual InformationChun Fan, Jiwei Li, Tianwei Zhang 0004, Xiang Ao 0001, Fei Wu, Yuxian Meng, Xiaofei Sun. emnlp 2021: 3079-3090 [doi]

Chronus: A Novel Deadline-aware Scheduler for Deep Learning Training JobsWei Gao, Zhisheng Ye, Peng Sun, Yonggang Wen 0001, Tianwei Zhang 0004. CLOUD 2021: 609-623 [doi]

Privacy-Preserving Collaborative Learning With Automatic Transformation SearchWei Gao, Shangwei Guo, Tianwei Zhang 0004, Han Qiu 0001, Yonggang Wen 0001, Yang Liu 0003. cvpr 2021: 114-123 [doi]

Fine-tuning Is Not Enough: A Simple yet Effective Watermark Removal Attack for DNN ModelsShangwei Guo, Tianwei Zhang 0004, Han Qiu 0001, Yi Zeng, Tao Xiang, Yang Liu. IJCAI 2021: 3635-3641 [doi]

A Unified Anomaly Detection Methodology for Lane-Following of Autonomous Driving SystemsXingshuo Han, Kangjie Chen, Yuan Zhou, Meikang Qiu, Chun Fan, Yang Liu, Tianwei Zhang 0004. ispa 2021: 836-844 [doi]

Efficient, Private and Robust Federated LearningMeng Hao, Hongwei Li, Guowen Xu, Hanxiao Chen, Tianwei Zhang 0004. acsac 2021: 45-60 [doi]

Attacking and Protecting Data Privacy in Edge-Cloud Collaborative Inference SystemsZecheng He, Tianwei Zhang 0004, Ruby B. Lee. iotj, 8(12):9706-9716, 2021. [doi]

Characterization and prediction of deep learning workloads in large-scale GPU datacentersQinghao Hu, Peng Sun 0006, Shengen Yan, Yonggang Wen 0001, Tianwei Zhang 0004. sc 2021: 104 [doi]

kFolden: k-Fold Ensemble for Out-Of-Distribution DetectionXiaoya Li, Jiwei Li, Xiaofei Sun, Chun Fan, Tianwei Zhang 0004, Fei Wu, Yuxian Meng, Jun Zhang. emnlp 2021: 3102-3115 [doi]

A Survey of Microarchitectural Side-channel Vulnerabilities, Attacks, and Defenses in CryptographyXiaoxuan Lou, Tianwei Zhang 0004, Jun Jiang, Yinqian Zhang. ACM Comput. Surv., 54(6), 2021. [doi]

Systematic Testing of Autonomous Driving Systems Using Map Topology-Based Scenario ClassificationYun Tang, Yuan Zhou, Tianwei Zhang 0004, Fenghua Wu, Yang Liu, Gang Wang. ASE 2021: 1342-1346 [doi]

Analysis and Mitigation of Function Interaction Risks in Robot AppsYuan Xu, Tianwei Zhang 0004, Yungang Bao. raid 2021: 1-16 [doi]

Towards Practical Cloud Offloading for Low-cost Ground Vehicle WorkloadsYuan Xu, Tianwei Zhang 0004, Jimin Han, Sa Wang, Yungang Bao. ipps 2021: 734-745 [doi]

Novel denial-of-service attacks against cloud-based multi-robot systemsYuan Xu, Gelei Deng, Tianwei Zhang 0004, Han Qiu 0001, Yungang Bao. isci, 576:329-344, 2021. [doi]

2020

Position Paper: Consider Hardware-enhanced Defenses for Rootkit AttacksGuangyuan Hu, Tianwei Zhang 0004, Ruby B. Lee. micro 2020: [doi]

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