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ORCIDHua Ma
Publications
- 2024
[j39]Yifan Zhu, Huaibing Peng
, Anmin Fu, Wei Yang, Hua Ma, Said F. Al-Sarawi, Derek Abbott, Yansong Gao:
Towards robustness evaluation of backdoor defense on quantized deep learning models. Expert Syst. Appl. 255: 124599 (2024)- [j36]Hua Ma, Huming Qiu, Yansong Gao, Zhi Zhang, Alsharif Abuadbba, Minhui Xue, Anmin Fu, Jiliang Zhang, Said F. Al-Sarawi, Derek Abbott:
Quantization Backdoors to Deep Learning Commercial Frameworks. IEEE Trans. Dependable Secur. Comput. 21(3): 1155-1172 (2024) - [j35]Yinshan Li, Hua Ma, Zhi Zhang, Yansong Gao, Alsharif Abuadbba, Minhui Xue, Anmin Fu, Yifeng Zheng, Said F. Al-Sarawi, Derek Abbott:
NTD: Non-Transferability Enabled Deep Learning Backdoor Detection. IEEE Trans. Inf. Forensics Secur. 19: 104-119 (2024) - [j34]Huming Qiu, Hua Ma, Zhi Zhang, Alsharif Abuadbba, Wei Kang, Anmin Fu, Yansong Gao:
Toward a Critical Evaluation of Robustness for Deep Learning Backdoor Countermeasures. IEEE Trans. Inf. Forensics Secur. 19: 455-468 (2024) - [j33]Huaibing Peng, Huming Qiu, Hua Ma, Shuo Wang, Anmin Fu, Said F. Al-Sarawi, Derek Abbott, Yansong Gao:
On Model Outsourcing Adaptive Attacks to Deep Learning Backdoor Defenses. IEEE Trans. Inf. Forensics Secur. 19: 2356-2369 (2024) - 2023
- [j28]Huming Qiu, Hua Ma, Zhi Zhang, Yansong Gao, Yifeng Zheng, Anmin Fu, Pan Zhou, Derek Abbott, Said F. Al-Sarawi:
RBNN: Memory-Efficient Reconfigurable Deep Binary Neural Network With IP Protection for Internet of Things. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42(4): 1185-1198 (2023) - [c23]Hua Ma, Yinshan Li, Yansong Gao, Zhi Zhang, Alsharif Abuadbba, Anmin Fu, Said F. Al-Sarawi, Surya Nepal, Derek Abbott:
TransCAB: Transferable Clean-Annotation Backdoor to Object Detection with Natural Trigger in Real-World. SRDS 2023: 82-92 - [i15]Qun Li, Chandra Thapa, Lawrence Ong, Yifeng Zheng, Hua Ma, Seyit Ahmet Çamtepe, Anmin Fu, Yansong Gao:
Vertical Federated Learning: Taxonomies, Threats, and Prospects. CoRR abs/2302.01550 (2023) - [i12]Yansong Gao, Huming Qiu, Zhi Zhang, Binghui Wang, Hua Ma, Alsharif Abuadbba, Minhui Xue, Anmin Fu, Surya Nepal:
DeepTheft: Stealing DNN Model Architectures through Power Side Channel. CoRR abs/2309.11894 (2023) - 2022
- [i10]Hua Ma, Yinshan Li, Yansong Gao, Alsharif Abuadbba, Zhi Zhang, Anmin Fu, Hyoungshick Kim, Said F. Al-Sarawi, Surya Nepal, Derek Abbott:
Dangerous Cloaking: Natural Trigger based Backdoor Attacks on Object Detectors in the Physical World. CoRR abs/2201.08619 (2022) - [i9]Huming Qiu, Hua Ma, Zhi Zhang, Alsharif Abuadbba, Wei Kang, Anmin Fu, Yansong Gao:
Towards A Critical Evaluation of Robustness for Deep Learning Backdoor Countermeasures. CoRR abs/2204.06273 (2022) - [i7]Hua Ma, Yinshan Li, Yansong Gao, Zhi Zhang, Alsharif Abuadbba, Anmin Fu, Said F. Al-Sarawi, Surya Nepal, Derek Abbott:
MACAB: Model-Agnostic Clean-Annotation Backdoor to Object Detection with Natural Trigger in Real-World. CoRR abs/2209.02339 (2022) - 2021
- [i6]Huming Qiu, Hua Ma, Zhi Zhang, Yifeng Zheng, Anmin Fu, Pan Zhou, Yansong Gao, Derek Abbott, Said F. Al-Sarawi:
RBNN: Memory-Efficient Reconfigurable Deep Binary Neural Network with IP Protection for Internet of Things. CoRR abs/2105.03822 (2021) - [i5]Hua Ma, Huming Qiu, Yansong Gao, Zhi Zhang, Alsharif Abuadbba, Anmin Fu, Said F. Al-Sarawi, Derek Abbott:
Quantization Backdoors to Deep Learning Models. CoRR abs/2108.09187 (2021) - [i4]Yinshan Li, Hua Ma, Zhi Zhang, Yansong Gao, Alsharif Abuadbba, Anmin Fu, Yifeng Zheng, Said F. Al-Sarawi, Derek Abbott:
NTD: Non-Transferability Enabled Backdoor Detection. CoRR abs/2111.11157 (2021)
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