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Syed Zawad
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Tifl: A tier-based federated learning system
Z Chai, A Ali, S Zawad, S Truex, A Anwar, N Baracaldo, Y Zhou, H Ludwig, ...
Proceedings of the 29th international symposium on high-performance parallel …, 2020
2522020
Curse or redemption? how data heterogeneity affects the robustness of federated learning
S Zawad, A Ali, PY Chen, A Anwar, Y Zhou, N Baracaldo, Y Tian, F Yan
Proceedings of the AAAI conference on artificial intelligence 35 (12), 10807 …, 2021
492021
Swift machine learning model serving scheduling: a region based reinforcement learning approach
H Qin, S Zawad, Y Zhou, L Yang, D Zhao, F Yan
Proceedings of the International Conference for High Performance Computing …, 2019
262019
Towards decentralized deep learning with differential privacy
HP Cheng, P Yu, H Hu, S Zawad, F Yan, S Li, H Li, Y Chen
International Conference on Cloud Computing, 130-145, 2019
232019
AI augmented Edge and Fog computing: Trends and challenges
S Tuli, F Mirhakimi, S Pallewatta, S Zawad, G Casale, B Javadi, F Yan, ...
Journal of Network and Computer Applications, 103648, 2023
172023
Reinforcement-learning-empowered MLaaS scheduling for serving intelligent internet of things
H Qin, S Zawad, Y Zhou, S Padhi, L Yang, F Yan
IEEE Internet of Things Journal 7 (7), 6325-6337, 2020
152020
Tiff: Tokenized incentive for federated learning
J Han, AF Khan, S Zawad, A Anwar, NB Angel, Y Zhou, F Yan, AR Butt
2022 IEEE 15th International Conference on Cloud Computing (CLOUD), 407-416, 2022
142022
Epnas: Efficient progressive neural architecture search
Y Zhou, P Wang, S Arik, H Yu, S Zawad, F Yan, G Diamos
arXiv preprint arXiv:1907.04648, 2019
82019
Heterogeneity-aware adaptive federated learning scheduling
J Han, AF Khan, S Zawad, A Anwar, NB Angel, Y Zhou, F Yan, AR Butt
2022 IEEE International Conference on Big Data (Big Data), 911-920, 2022
72022
Smlt: A serverless framework for scalable and adaptive machine learning design and training
A Ali, S Zawad, P Aditya, IE Akkus, R Chen, F Yan
arXiv preprint arXiv:2205.01853, 2022
72022
Tokenized incentive for federated learning
J Han, AF Khan, S Zawad, A Anwar, NB Angel, Y Zhou, F Yan, AR Butt
Proceedings of the AAAI Conference on Artificial Intelligence, 2022
62022
Systems bias in federated learning
S Zawad, F Yan, A Anwar
Federated Learning: A Comprehensive Overview of Methods and Applications …, 2022
22022
Demystifying hyperparameter optimization in federated learning
S Zawad, J Yi, M Zhang, C Li, F Yan, Y He
22021
Speed Up Federated Learning in Heterogeneous Environment: A Dynamic Tiering Approach
SMS Mohammadabadi, S Zawad, F Yan, L Yang
arXiv preprint arXiv:2312.05642, 2023
12023
Scheduled federated learning for enhanced search
A Anwar, SA Zawad, Y Zhou, NB Angel
US Patent 11,755,954, 2023
12023
HDFL: A Heterogeneity and Client Dropout-Aware Federated Learning Framework
S Zawad, A Anwar, Y Zhou, N Baracaldo, F Yan
2023 IEEE/ACM 23rd International Symposium on Cluster, Cloud and Internet …, 2023
12023
DySR: Adaptive Super-Resolution via Algorithm and System Co-design
S Zawad, C Li, Z Yao, E Zheng, Y He, F Yan
The Eleventh International Conference on Learning Representations, 2022
12022
Introduction to federated learning systems
S Zawad, F Yan, A Anwar
Federated Learning: A Comprehensive Overview of Methods and Applications …, 2022
12022
Local Training and Scalability of Federated Learning Systems
S Zawad, F Yan, A Anwar
Federated Learning: A Comprehensive Overview of Methods and Applications …, 2022
12022
Hyperparameter tuning for federated learning–systems and practices
S Zawad, F Yan
Federated Learning, 219-235, 2024
2024
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Articles 1–20