Assistant Professor, Department of Electrical and Computer Engineering, University of Maryland
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Lotteryfl: Personalized and communication-efficient federated learning with lottery ticket hypothesis on non-iid datasets
A Li, J Sun, B Wang, L Duan, S Li, Y Chen, H Li
arXiv preprint arXiv:2008.03371, 2020
Soteria: Provable defense against privacy leakage in federated learning from representation perspective
J Sun, A Li, B Wang, H Yang, H Li, Y Chen
Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2021
Hermes: an efficient federated learning framework for heterogeneous mobile clients
A Li, J Sun, P Li, Y Pu, H Li, Y Chen
Proceedings of the 27th Annual International Conference on Mobile Computing …, 2021
Fedmask: Joint computation and communication-efficient personalized federated learning via heterogeneous masking
A Li, J Sun, X Zeng, M Zhang, H Li, Y Chen
Proceedings of the 19th ACM Conference on Embedded Networked Sensor Systems …, 2021
Graphfl: A federated learning framework for semi-supervised node classification on graphs
B Wang, A Li, M Pang, H Li, Y Chen
2022 IEEE International Conference on Data Mining (ICDM), 498-507, 2022
Deepobfuscator: Obfuscating intermediate representations with privacy-preserving adversarial learning on smartphones
A Li, J Guo, H Yang, FD Salim, Y Chen
Proceedings of the International Conference on Internet-of-Things Design and …, 2021
Fl-wbc: Enhancing robustness against model poisoning attacks in federated learning from a client perspective
J Sun, A Li, L DiValentin, A Hassanzadeh, Y Chen, H Li
Advances in Neural Information Processing Systems 34, 12613-12624, 2021
Hideme: Privacy-preserving photo sharing on social networks
F Li, Z Sun, A Li, B Niu, H Li, G Cao
IEEE INFOCOM 2019-IEEE Conference on Computer Communications, 154-162, 2019
Learning low-rank deep neural networks via singular vector orthogonality regularization and singular value sparsification
H Yang, M Tang, W Wen, F Yan, D Hu, A Li, H Li, Y Chen
Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2020
TIPRDC: task-independent privacy-respecting data crowdsourcing framework for deep learning with anonymized intermediate representations
A Li, Y Duan, H Yang, Y Chen, J Yang
Proceedings of the 26th ACM SIGKDD international conference on knowledge …, 2020
Tprune: Efficient transformer pruning for mobile devices
J Mao, H Yang, A Li, H Li, Y Chen
ACM Transactions on Cyber-Physical Systems 5 (3), 1-22, 2021
Joint traffic control and multi-channel reassignment for core backbone network in SDN-IoT: a multi-agent deep reinforcement learning approach
T Wu, P Zhou, B Wang, A Li, X Tang, Z Xu, K Chen, X Ding
IEEE Transactions on Network Science and Engineering 8 (1), 231-245, 2020
Privacy-preserving representation learning on graphs: A mutual information perspective
B Wang, J Guo, A Li, Y Chen, H Li
Proceedings of the 27th acm sigkdd conference on knowledge discovery & data …, 2021
PrivacyCamera: Cooperative privacy-aware photographing with mobile phones
A Li, Q Li, W Gao
Sensing, Communication, and Networking (SECON), 2016 13th Annual IEEE …, 2016
SecureHouse: A home security system based on smartphone sensors
MA Mahler, Q Li, A Li
2017 IEEE International Conference on Pervasive Computing and Communications …, 2017
Evasion attacks to graph neural networks via influence function
B Wang, T Zhou, M Lin, P Zhou, A Li, M Pang, C Fu, H Li, Y Chen
arXiv preprint arXiv:2009.00203, 2020
Privacy-Preserving Multiparty Learning For Logistic Regression
W Du, A Li, Q Li
arXiv preprint arXiv:1810.02400, 2018
Autofed: Heterogeneity-aware federated multimodal learning for robust autonomous driving
T Zheng, A Li, Z Chen, H Wang, J Luo
Proceedings of the 29th Annual International Conference on Mobile Computing …, 2023
Fed-cbs: A heterogeneity-aware client sampling mechanism for federated learning via class-imbalance reduction
J Zhang, A Li, M Tang, J Sun, X Chen, F Zhang, C Chen, Y Chen, H Li
International Conference on Machine Learning, 41354-41381, 2023
Rethinking normalization methods in federated learning
Z Du, J Sun, A Li, PY Chen, J Zhang, HH Li, Y Chen
Proceedings of the 3rd International Workshop on Distributed Machine …, 2022
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