March 2023 | Vol. 46 No. 1 | IEEE Computer Society |
Letters |
Letter from the Editor-in-Chief | Haixun Wang | 1 |
Letter from IEEE TCDE Chair | Murat Kantarcioglu | 2 |
Letter from the Special Issue Editor | Yangqiu Song | 3 |
Opinions |
A Risk-Aware Paradigm for Privacy-Preserving Machine Learning | Murat Kantarcioglu | 4 |
Special Issue on Federated Machine Learning |
Federated Computing: Query, Learning, and Beyond |
Yongxin Tong, Yuxiang Zeng, Zimu Zhou, Boyi Liu, Yexuan Shi, Shuyuan Li, Ke Xu,and Weifeng Lv | 9 |
Federated Learning without Full Labels: A Survey | Yilun Jin, Yang Liu, Kai Chen, and Qiang Yang | 27 |
FedCLIP: Fast Generalization and Personalization for CLIP in Federated Learning |
Wang Lu, Xixu Hu, Jindong Wang, and Xing Xie | 52 |
Reconciling Security and Communication Efficiency in Federated Learning |
Karthik Prasad, Sayan Ghosh, Graham Cormode, Ilya Mironov, Ashkan Yousefpour, and Pierre Stock | 67 |
Accelerated Federated Optimization with Quantization | Yeojoon Youn, Bhuvesh Kumar, and Jacob Abernethy | 79 |
Federated Truth Discovery for Mobile Crowdsensing with Privacy-Preserving Trustworthiness Assessment |
Leye Wang, Guanghong Fan, and Xiao Han | 124 |
Federated Ensemble Learning: Increasing the Capacity of Label Private Recommendation Systems . |
Meisam Hejazinia, Dzmitry Huba, Ilias Leontiadis, |
Kiwan Maeng, Mani Malek, Luca Melis, Ilya Mironov, Milad Nasr, Kaikai Wang, and Carole-Jean Wu | 145 |
Enhance Mono-modal Sentiment Classification with Federated Cross-modal Transfer |
Xueyang Wu, Di Jiang, Yuanfeng Song, Qian Xu, and Qiang Yang | 158 |
NVIDIA FLARE: Federated Learning from Simulation to Real-World |
Holger R. Roth, Yan Cheng, Yuhong Wen, Isaac Yang, Ziyue Xu, Yuan-Ting Hsieh, Kristopher Kersten, Ahmed |
Harouni, Can Zhao, Kevin Lu, Zhihong Zhang, Wenqi Li, Andriy Myronenko, Dong Yang, Sean Yang, Nicola |
Rieke, Abood Quraini, Chester Chen, Daguang Xu, Nic Ma, Prerna Dogra, Mona Flores, and Andrew Feng | 170 |
News: Obituary |
Obituary for Professor Gio Wiederhold | Kyu-Young Whang and Marianne Winslett | 185 |
Conference and Journal Notices |
TCDE Membership Form | 186 |