| 1 | -- | 0 | Haixun Wang. Letter from the Editor-in-Chief |
| 2 | -- | 0 | Murat Kantarcioglu. Letter from IEEE TCDE Chair |
| 3 | -- | 0 | Yangqiu Song. Letter from the Special Issue Editor |
| 4 | -- | 8 | Murat Kantarcioglu. A Risk-Aware Paradigm for Privacy-Preserving Machine Learning |
| 9 | -- | 26 | Yongxin Tong, Yuxiang Zeng, Zimu Zhou, Boyi Liu, Yexuan Shi, Shuyuan Li, Ke Xu 0001, Weifeng Lv. Federated Computing: Query, Learning, and Beyond |
| 27 | -- | 51 | Yilun Jin, Yang Liu, Kai Chen 0005, Qiang Tang. Federated Learning without Full Labels: A Survey |
| 52 | -- | 66 | Wang Lu, Xixu Hu, Jindong Wang 0001, Xing Xie 0001. FedCLIP: Fast Generalization and Personalization for CLIP in Federated Learning |
| 67 | -- | 78 | Karthik Prasad, Sayan Ghosh, Graham Cormode, Ilya Mironov, Ashkan Yousefpour, Pierre Stock. Reconciling Security and Communication Efficiency in Federated Learning |
| 79 | -- | 123 | Yeojoon Youn, Bhuvesh Kumar, Jacob D. Abernethy. Accelerated Federated Optimization with Quantization |
| 124 | -- | 144 | Leye Wang, Guanghong Fan, Xiao Han 0001. Federated Truth Discovery for Mobile Crowdsensing with Privacy-Preserving Trustworthiness Assessment |
| 145 | -- | 157 | Meisam Hejazinia, Dzmitry Huba, Ilias Leontiadis, Kiwan Maeng, Mani Malek 0001, Luca Melis, Ilya Mironov, Milad Nasr, Kaikai Wang, Carole-Jean Wu. Federated Ensemble Learning: Increasing the Capacity of Label Private Recommendation Systems |
| 158 | -- | 169 | Xueyang Wu 0001, Di Jiang, Yuanfeng Song, Qian Xu 0005, Qiang Yang 0001. Enhance Mono-modal Sentiment Classification with Federated Cross-modal Transfer |
| 170 | -- | 184 | Holger R. Roth, Yan Cheng, Yuhong Wen, Isaac Yang, Ziyue Xu 0001, Yuan-Ting Hsieh, Kristopher Kersten, Ahmed Harouni, Can Zhao, Kevin Lu, Zhihong Zhang 0001, Wenqi Li 0001, Andriy Myronenko, Dong Yang 0005, Sean Yang, Nicola Rieke, Abood Quraini, Chester Chen, Daguang Xu, Nic Ma, Prerna Dogra, Mona Flores, Andrew Feng. NVIDIA FLARE: Federated Learning from Simulation to Real-World |
| 185 | -- | 0 | Kyu-Young Whang, Marianne Winslett. Obituary for Professor Gio Wiederhold |