Robust federated learning with noisy labels
Federated learning enables local devices to jointly train the server model while keeping the
data decentralized and private. In federated learning, all local data should be annotated by …
data decentralized and private. In federated learning, all local data should be annotated by …
Differentially private cutmix for split learning with vision transformer
Recently, vision transformer (ViT) has started to outpace the conventional CNN in computer
vision tasks. Considering privacy-preserving distributed learning with ViT, federated learning …
vision tasks. Considering privacy-preserving distributed learning with ViT, federated learning …
Fedaux: An efficient framework for hybrid federated learning
H Gu, B Guo, J Wang, W Sun, J Liu… - ICC 2022-IEEE …, 2022 - ieeexplore.ieee.org
As an enabler of sixth-generation communication technology (6G), Federated Learning (FL)
triggers a paradigm shift from" connected things" to" connected intelligence". FL implements …
triggers a paradigm shift from" connected things" to" connected intelligence". FL implements …
StatMix: Data Augmentation Method that Relies on Image Statistics in Federated Learning
Availability of large amount of annotated data is one of the pillars of deep learning success.
Although numerous big datasets have been made available for research, this is often not the …
Although numerous big datasets have been made available for research, this is often not the …
Fed-TDA: Federated Tabular Data Augmentation on Non-IID Data
Non-independent and identically distributed (non-IID) data is a key challenge in federated
learning (FL), which usually hampers the optimization convergence and the performance of …
learning (FL), which usually hampers the optimization convergence and the performance of …
HPFL: Federated Learning by Fusing Multiple Sensor Modalities with Heterogeneous Privacy Sensitivity Levels
Solving classification problems to understand multi-modality sensor data has become
popular, but rich-media sensors, eg, RGB cameras and microphones, are privacy-invasive …
popular, but rich-media sensors, eg, RGB cameras and microphones, are privacy-invasive …