| Advances and open problems in federated learning P Kairouz, HB McMahan Foundations and trends in machine learning 14 (1-2), 1-210, 2021 | 9913 | 2021 |
| Federated machine learning: Concept and applications Q Yang, Y Liu, T Chen, Y Tong ACM Transactions on Intelligent Systems and Technology (TIST) 10 (2), 1-19, 2019 | 9334 | 2019 |
| {BatchCrypt}: Efficient homomorphic encryption for {Cross-Silo} federated learning C Zhang, S Li, J Xia, W Wang, F Yan, Y Liu 2020 USENIX annual technical conference (USENIX ATC 20), 493-506, 2020 | 1125 | 2020 |
| Secureboost: A lossless federated learning framework K Cheng, T Fan, Y Jin, Y Liu, T Chen, D Papadopoulos, Q Yang IEEE intelligent systems 36 (6), 87-98, 2021 | 908 | 2021 |
| A secure federated transfer learning framework Y Liu, Y Kang, C Xing, T Chen, Q Yang IEEE Intelligent Systems 35 (4), 70-82, 2020 | 875 | 2020 |
| Fedml: A research library and benchmark for federated machine learning C He, S Li, J So, X Zeng, M Zhang, H Wang, X Wang, P Vepakomma, ... arXiv preprint arXiv:2007.13518, 2020 | 643 | 2020 |
| Metastable liquid–liquid transition in a molecular model of water JC Palmer, F Martelli, Y Liu, R Car, AZ Panagiotopoulos, PG Debenedetti Nature 510 (7505), 385-388, 2014 | 582 | 2014 |
| Vertical federated learning: Concepts, advances, and challenges Y Liu, Y Kang, T Zou, Y Pu, Y He, X Ye, Y Ouyang, YQ Zhang, Q Yang IEEE transactions on knowledge and data engineering 36 (7), 3615-3634, 2024 | 521 | 2024 |
| Fedvision: An online visual object detection platform powered by federated learning Y Liu, A Huang, Y Luo, H Huang, Y Liu, Y Chen, L Feng, T Chen, H Yu, ... Proceedings of the AAAI conference on artificial intelligence 34 (08), 13172 …, 2020 | 436 | 2020 |
| Learning to detect malicious clients for robust federated learning S Li, Y Cheng, W Wang, Y Liu, T Chen arXiv preprint arXiv:2002.00211, 2020 | 388 | 2020 |
| Fedpd: A federated learning framework with adaptivity to non-iid data X Zhang, M Hong, S Dhople, W Yin, Y Liu IEEE Transactions on Signal Processing 69, 6055-6070, 2021 | 386 | 2021 |
| Fate: An industrial grade platform for collaborative learning with data protection Y Liu, T Fan, T Chen, Q Xu, Q Yang Journal of Machine Learning Research 22 (226), 1-6, 2021 | 354 | 2021 |
| FedBCD: A communication-efficient collaborative learning framework for distributed features Y Liu, X Zhang, Y Kang, L Li, T Chen, M Hong, Q Yang IEEE Transactions on Signal Processing 70, 4277-4290, 2022 | 336* | 2022 |
| A fairness-aware incentive scheme for federated learning H Yu, Z Liu, Y Liu, T Chen, M Cong, X Weng, D Niyato, Q Yang Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society, 393-399, 2020 | 328 | 2020 |
| Federated learning for privacy-preserving AI Y Cheng, Y Liu, T Chen, Q Yang Communications of the ACM 63 (12), 33-36, 2020 | 235 | 2020 |
| Abnormal client behavior detection in federated learning S Li, Y Cheng, Y Liu, W Wang, T Chen FL-NeurIPS'19, 2019 | 232 | 2019 |
| Gtg-shapley: Efficient and accurate participant contribution evaluation in federated learning Z Liu, Y Chen, H Yu, Y Liu, L Cui ACM Transactions on intelligent Systems and Technology (TIST) 13 (4), 1-21, 2022 | 208 | 2022 |
| Federated transfer learning for EEG signal classification C Ju, D Gao, R Mane, B Tan, Y Liu, C Guan 2020 42nd annual international conference of the IEEE engineering in …, 2020 | 208 | 2020 |
| Federated transfer reinforcement learning for autonomous driving X Liang, Y Liu, T Chen, M Liu, Q Yang Federated and Transfer Learning, 357-371, 2022 | 201 | 2022 |
| Liquid-liquid transition in ST2 water Y Liu, JC Palmer, AZ Panagiotopoulos, PG Debenedetti The Journal of Chemical Physics 137 (21), 214505-214505-10, 2012 | 199 | 2012 |
Qiang Yang (杨强）Hong Kong Polytechnic University, Emeritus(Chair Prof. HKUST, CAIO WeBank), IJCAI President 2017-19Verified email at polyu.edu.hk
