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fltk
FLTK toolkit supporting the publication: Aergia: leveraging heterogeneity in federated learning systems
12
mentions
2
contributors
Description
FLTK is a research-oriented toolkit for designing and running Federated Learning (FL) experiments. It is built on top of PyTorch Distributed and is designed to support truly distributed federated systems. The toolkit has been tested on Ubuntu 20.04 with Python 3.7 and 3.8.
This repository contains the code and experiments for the paper:
Aergia: Leveraging Heterogeneity in Federated Learning Systems Bart Cox, Lydia Y. Chen, Jérémy Decouchant Proceedings of the 23rd ACM/IFIP International Middleware Conference (Middleware 2022)
License
- BSD-3-Clause
</>Source code
Packages
Reference papers
Mentions
- 1.Author(s): Lorena Isabel Barona López, Thomás Borja SaltosPublished in 202510.3390/jsan14020037
- 2.Author(s): Yuzhe Zhang, Zirui Zhuang, Qi Qi, Haifeng Sun, Shaoxiong Zhu, Xiaoyuan Fu, Jingyu WangPublished in 202510.1109/srds69199.2025.00043
- 3.Author(s): Dimitrios Tomaras, Sebastian Buschjäger, Vana Kalogeraki, Katharina Morik, Dimitrios GunopulosPublished in 202410.1145/3652892.3654791
- 4.Author(s): Wei Guo, Fuzhen Zhuang, Xiao Zhang, Yiqi Tong, Jin DongPublished in 202410.1007/s11704-024-40065-x
- 5.Author(s): Yuncong Zuo, Bart Cox, Lydia Y. Chen, Jérémie DecouchantPublished in 202410.1145/3652892.3700778
- 6.Author(s): Mohak Chadha, Alexander Jensen, Jianfeng Gu, Osama Abboud, Michael GerndtPublished in 202410.1109/ccgrid59990.2024.00032
- 7.Author(s): Tianyu Qi, Yufeng Zhan, Peng Li, Jingcai Guo, Yuanqing XiaPublished in 202310.1109/icdcs57875.2023.00047
- 8.Author(s): Hansong Zhou, Shaoying Wang, Chutian Jiang, Xiaonan Zhang, Linke Guo, Yukun YuanPublished in 202310.1145/3565287.3610277
- 9.Author(s): Rahul Atul Bhope, K. R. Jayaram, Nalini Venkatasubramanian, Ashish Verma, Gegi ThomasPublished in 202310.1145/3590140.3629123
- 10.Author(s): Paul Agbaje, Afia Anjum, Zahidur Talukder, Mohammad Islam, Ebelechukwu Nwafor, Habeeb OlufowobiPublished in 202310.1109/edge60047.2023.00042
- 11.Author(s): Bin Xu, Sheng Yan, Shuai Li, Yidi DuPublished in 202210.3390/app122110711
Contributors
BC
Bart Cox
JG
Jeroen Galjaard
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