Federated PAC-Bayesian Learning on Non-IID data

Federated PAC-Bayesian Learning on Non-IID data

13 September 2023

Yang Liu

Papers citing "Federated PAC-Bayesian Learning on Non-IID data"

12 / 12 papers shown

Title
More Communication Does Not Result in Smaller Generalization Error in Federated Learning Abdellatif Zaidi Romain Chor Milad Sefidgaran FedML AI4CE 53 10 0 24 Apr 2023
Probably Approximately Correct Federated Learning Xiaojin Zhang Anbu Huang Lixin Fan Kai Chen Qiang Yang FedML 57 5 0 10 Apr 2023
Towards Efficient Communications in Federated Learning: A Contemporary Survey Zihao Zhao Yuzhu Mao Yang Liu Linqi Song Ouyang Ye Xinlei Chen Wenbo Ding FedML 85 62 0 02 Aug 2022
Personalized Federated Learning via Variational Bayesian Inference Xu Zhang Yinchuan Li Wenpeng Li Kaiyang Guo Yunfeng Shao FedML 83 90 0 16 Jun 2022
Rate-Distortion Theoretic Bounds on Generalization Error for Distributed Learning Romain Chor Abdellatif Zaidi Milad Sefidgaran FedML 74 15 0 06 Jun 2022
MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis Jiancheng Yang Rui Shi Bingbing Ni VLM 87 303 0 28 Oct 2020
On the Convergence of FedAvg on Non-IID Data Xiang Li Kaixuan Huang Wenhao Yang Shusen Wang Zhihua Zhang FedML 140 2,334 0 04 Jul 2019
Bayesian Nonparametric Federated Learning of Neural Networks Mikhail Yurochkin Mayank Agarwal S. Ghosh Kristjan Greenewald T. Hoang Y. Khazaeni FedML 124 729 0 28 May 2019
Federated Learning with Non-IID Data Yue Zhao Meng Li Liangzhen Lai Naveen Suda Damon Civin Vikas Chandra FedML 157 2,569 0 02 Jun 2018
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 406 17,468 0 17 Feb 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,115 0 22 Dec 2014
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning O. Catoni 306 459 0 03 Dec 2007