Æȷοì
Yang (Veronica) Liu
Yang (Veronica) Liu
Associate Professor at Tsinghua University
air.tsinghua.edu.cnÀÇ À̸ÞÀÏ È®ÀÎµÊ - ȨÆäÀÌÁö
Á¦¸ñ
Àοë
Àοë
¿¬µµ
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
55612019
Advances and open problems in federated learning
P Kairouz, HB McMahan, B Avent, A Bellet, M Bennis, AN Bhagoji, ...
Foundations and trends® in machine learning 14 (1–2), 1-210, 2021
49872021
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
5742021
{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
5612020
A secure federated transfer learning framework
Y Liu, Y Kang, C Xing, T Chen, Q Yang
IEEE Intelligent Systems 35 (4), 70-82, 2020
5602020
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
5122014
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
3652020
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
2712020
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
2262021
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
2192020
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
2052020
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
1882012
Low-temperature fluid-phase behavior of ST2 water
Y Liu, AZ Panagiotopoulos, PG Debenedetti
The Journal of Chemical Physics 131 (10), 2009
1832009
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
1562021
Abnormal client behavior detection in federated learning
S Li, Y Cheng, Y Liu, W Wang, T Chen
FL-NeurIPS'19, 2019
1552019
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
1252020
Federated learning for privacy-preserving AI
Y Cheng, Y Liu, T Chen, Q Yang
Communications of the ACM 63 (12), 33-36, 2020
1182020
Federated transfer reinforcement learning for autonomous driving
X Liang, Y Liu, T Chen, M Liu, Q Yang
Federated and Transfer Learning, 357-371, 2022
1132022
Privacy-preserving heterogeneous federated transfer learning
D Gao, Y Liu, A Huang, C Ju, H Yu, Q Yang
2019 IEEE international conference on big data (Big Data), 2552-2559, 2019
1122019
Federated learning
Q Yang, Y Liu, Y Cheng, Y Kang, T Chen
Synthesis Lectures on Artificial Intelligence and Machine Learning 13 (3), 1-207, 2019
108*2019
ÇöÀç ½Ã½ºÅÛÀÌ ÀÛµ¿µÇÁö ¾Ê½À´Ï´Ù. ³ªÁß¿¡ ´Ù½Ã ½ÃµµÇØ ÁÖ¼¼¿ä.
ÇмúÀÚ·á 1–20