Towards Scheduling Federated Deep Learning using Meta-Gradients for Inter-Hospital Learning
Authors: Rasheed el-Bouri, Tingting Zhu, David A. Clifton | Published: 2021-07-04
連合学習
Segmented Federated Learning for Adaptive Intrusion Detection System
Authors: Geet Shingi, Harsh Saglani, Preeti Jain | Published: 2021-07-02
Federated Robustness Propagation: Sharing Robustness in Heterogeneous Federated Learning
Authors: Junyuan Hong, Haotao Wang, Zhangyang Wang, Jiayu Zhou | Published: 2021-06-18 | Updated: 2022-07-07
Accumulative Poisoning Attacks on Real-time Data
Authors: Tianyu Pang, Xiao Yang, Yinpeng Dong, Hang Su, Jun Zhu | Published: 2021-06-18 | Updated: 2021-10-26
Fed-EINI: An Efficient and Interpretable Inference Framework for Decision Tree Ensembles in Federated Learning
Authors: Xiaolin Chen, Shuai Zhou, Bei guan, Kai Yang, Hao Fan, Hu Wang, Yongji Wang | Published: 2021-05-20 | Updated: 2021-12-08
The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond
Authors: Julian Matschinske, Julian Späth, Reza Nasirigerdeh, Reihaneh Torkzadehmahani, Anne Hartebrodt, Balázs Orbán, Sándor Fejér, Olga Zolotareva, Mohammad Bakhtiari, Béla Bihari, Marcus Bloice, Nina C Donner, Walid Fdhila, Tobias Frisch, Anne-Christin Hauschild, Dominik Heider, Andreas Holzinger, Walter Hötzendorfer, Jan Hospes, Tim Kacprowski, Markus Kastelitz, Markus List, Rudolf Mayer, Mónika Moga, Heimo Müller, Anastasia Pustozerova, Richard Röttger, Anna Saranti, Harald HHW Schmidt, Christof Tschohl, Nina K Wenke, Jan Baumbach | Published: 2021-05-12
An Efficient Learning Framework For Federated XGBoost Using Secret Sharing And Distributed Optimization
Authors: Lunchen Xie, Jiaqi Liu, Songtao Lu, Tsung-hui Chang, Qingjiang Shi | Published: 2021-05-12
Federated Quantum Machine Learning
Authors: Samuel Yen-Chi Chen, Shinjae Yoo | Published: 2021-03-22
Achieving Security and Privacy in Federated Learning Systems: Survey, Research Challenges and Future Directions
Authors: Alberto Blanco-Justicia, Josep Domingo-Ferrer, Sergio Martínez, David Sánchez, Adrian Flanagan, Kuan Eeik Tan | Published: 2020-12-12
On Lightweight Privacy-Preserving Collaborative Learning for Internet of Things by Independent Random Projections
Authors: Linshan Jiang, Rui Tan, Xin Lou, Guosheng Lin | Published: 2020-12-11