Academic Profile : Faculty
Assoc Prof Zhang Tianwei
Associate Professor, College of Computing & Data Science
Deputy Director for Cyber Security Research Centre @ NTU (CYSREN), Cyber Security Research Centre @ NTU (CYSREN)
Email
External Links
Journal Articles
(Not applicable to NIE
staff as info will be
pulled from PRDS)
(Not applicable to NIE
staff as info will be
pulled from PRDS)
Highly Cited:
Qiu, H., Dong, T., Zhang, T., Lu, J., Memmi, G., & Qiu, M. (2020). Adversarial attacks against network intrusion detection in IoT systems. IEEE Internet of Things Journal, 8(13), 10327-10335.
Zhang, T., & Lee, R. B. (2016). Monitoring and attestation of virtual machine security health in cloud computing. IEEE Micro, 36(5), 28-37.
He, Z., Zhang, T., & Lee, R. B. (2020). Attacking and protecting data privacy in edge–cloud collaborative inference systems. IEEE Internet of Things Journal, 8(12), 9706-9716.
Zhang, T., & Lee, R. B. (2017). Design, implementation and verification of cloud architecture for monitoring a virtual machine's security health. IEEE Transactions on Computers, 67(6), 799-815.
Qiu, H., Zheng, Q., Zhang, T., Qiu, M., Memmi, G., & Lu, J. (2020). Toward secure and efficient deep learning inference in dependable IoT systems. IEEE Internet of Things Journal, 8(5), 3180-3188.
Xu, Y., Deng, G., Zhang, T., Qiu, H., & Bao, Y. (2021). Novel denial-of-service attacks against cloud-based multi-robot systems. Information Sciences, 576, 329-344.
Qiu, H., Zeng, Y., Zheng, Q., Guo, S., Zhang, T., & Li, H. (2021). An efficient preprocessing-based approach to mitigate advanced adversarial attacks. IEEE Transactions on Computers.
Guo, S., Zhang, T., Yu, H., Xie, X., Ma, L., Xiang, T., & Liu, Y. (2021). Byzantine-resilient decentralized stochastic gradient descent. IEEE Transactions on Circuits and Systems for Video Technology, 32(6), 4096-4106.
Ye, Z., Sun, P., Gao, W., Zhang, T., Wang, X., Yan, S., & Luo, Y. (2022). ASTRAEA: A Fair Deep Learning Scheduler for Multi-tenant GPU Clusters. IEEE Transactions on Parallel and Distributed Systems, 33(11), 2781-2793.
Sun, J., Xu, G., Zhang, T., Cheng, X., Han, X., & Tang, M. (2022). Secure Data Sharing With Flexible Cross-Domain Authorization in Autonomous Vehicle Systems. IEEE Transactions on Intelligent Transportation Systems.
Click here for more publications.
Recent Publication:
Ye, Z., Sun, P., Gao, W., Zhang, T., Wang, X., Yan, S., & Luo, Y. (2022). ASTRAEA: A Fair Deep Learning Scheduler for Multi-tenant GPU Clusters. IEEE Transactions on Parallel and Distributed Systems, 33(11), 2781-2793.
Luo, Y., Zhou, Y., Zhao, H., Jin, Z., Zhang, T., Liu, Y., ... & Yu, Y. (2022). Online adaptation for autonomous unmanned systems driven by requirements satisfaction model. Software and Systems Modeling, 21(4), 1295–1319.
Guo, S., Zhang, T., Yu, H., Xie, X., Ma, L., Xiang, T., & Liu, Y. (2022). Byzantine-resilient decentralized stochastic gradient descent. IEEE Transactions on Circuits and Systems for Video Technology, 32(6), 4096-4106.
Guo, S., Zhang, T., Xu, G., Yu, H., Xiang, T., & Liu, Y. (2022). Topology-aware differential privacy for decentralized image classification. IEEE Transactions on Circuits and Systems for Video Technology, 32(6), 4016-4027.
Sun, X., Meng, Y., Ao, X., Wu, F., Zhang, T., Li, J., & Fan, C. (2022). Sentence Similarity Based on Contexts. Transactions of the Association for Computational Linguistics, 10, 573-588.
Qiu, H., Dong, T., Zhang, T., Lu, J., Memmi, G., & Qiu, M. (2020). Adversarial attacks against network intrusion detection in IoT systems. IEEE Internet of Things Journal, 8(13), 10327-10335.
Zhang, T., & Lee, R. B. (2016). Monitoring and attestation of virtual machine security health in cloud computing. IEEE Micro, 36(5), 28-37.
He, Z., Zhang, T., & Lee, R. B. (2020). Attacking and protecting data privacy in edge–cloud collaborative inference systems. IEEE Internet of Things Journal, 8(12), 9706-9716.
Zhang, T., & Lee, R. B. (2017). Design, implementation and verification of cloud architecture for monitoring a virtual machine's security health. IEEE Transactions on Computers, 67(6), 799-815.
Qiu, H., Zheng, Q., Zhang, T., Qiu, M., Memmi, G., & Lu, J. (2020). Toward secure and efficient deep learning inference in dependable IoT systems. IEEE Internet of Things Journal, 8(5), 3180-3188.
Xu, Y., Deng, G., Zhang, T., Qiu, H., & Bao, Y. (2021). Novel denial-of-service attacks against cloud-based multi-robot systems. Information Sciences, 576, 329-344.
Qiu, H., Zeng, Y., Zheng, Q., Guo, S., Zhang, T., & Li, H. (2021). An efficient preprocessing-based approach to mitigate advanced adversarial attacks. IEEE Transactions on Computers.
Guo, S., Zhang, T., Yu, H., Xie, X., Ma, L., Xiang, T., & Liu, Y. (2021). Byzantine-resilient decentralized stochastic gradient descent. IEEE Transactions on Circuits and Systems for Video Technology, 32(6), 4096-4106.
Ye, Z., Sun, P., Gao, W., Zhang, T., Wang, X., Yan, S., & Luo, Y. (2022). ASTRAEA: A Fair Deep Learning Scheduler for Multi-tenant GPU Clusters. IEEE Transactions on Parallel and Distributed Systems, 33(11), 2781-2793.
Sun, J., Xu, G., Zhang, T., Cheng, X., Han, X., & Tang, M. (2022). Secure Data Sharing With Flexible Cross-Domain Authorization in Autonomous Vehicle Systems. IEEE Transactions on Intelligent Transportation Systems.
Click here for more publications.
Recent Publication:
Ye, Z., Sun, P., Gao, W., Zhang, T., Wang, X., Yan, S., & Luo, Y. (2022). ASTRAEA: A Fair Deep Learning Scheduler for Multi-tenant GPU Clusters. IEEE Transactions on Parallel and Distributed Systems, 33(11), 2781-2793.
Luo, Y., Zhou, Y., Zhao, H., Jin, Z., Zhang, T., Liu, Y., ... & Yu, Y. (2022). Online adaptation for autonomous unmanned systems driven by requirements satisfaction model. Software and Systems Modeling, 21(4), 1295–1319.
Guo, S., Zhang, T., Yu, H., Xie, X., Ma, L., Xiang, T., & Liu, Y. (2022). Byzantine-resilient decentralized stochastic gradient descent. IEEE Transactions on Circuits and Systems for Video Technology, 32(6), 4096-4106.
Guo, S., Zhang, T., Xu, G., Yu, H., Xiang, T., & Liu, Y. (2022). Topology-aware differential privacy for decentralized image classification. IEEE Transactions on Circuits and Systems for Video Technology, 32(6), 4016-4027.
Sun, X., Meng, Y., Ao, X., Wu, F., Zhang, T., Li, J., & Fan, C. (2022). Sentence Similarity Based on Contexts. Transactions of the Association for Computational Linguistics, 10, 573-588.
Conference Papers
(Not applicable to NIE
staff as info will be
pulled from PRDS)
(Not applicable to NIE
staff as info will be
pulled from PRDS)
Jianwen Sun, Tianwei Zhang, Xiaofei Xie, Lei Ma, Yan Zheng, Kangjie Chen, Yang Liu. (2020). Stealthy and Efficient Adversarial Attacks against Deep Reinforcement Learning. Proceedings of the 34th AAAI Conference on Artificial Intelligence (AAAI 2020).
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