Longbing Cao

activity

20232025

most citedFedSI: Federated Subnetwork Inference for Efficient Uncertainty Quantification

25 citations · 49 across the 6 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

cs.LG2023★ 2 cited

Bayesian Personalized Federated Learning with Shared and Personalized Uncertainty Representations

Hui Chen, Hengyu Liu, Longbing Cao +1

Bayesian personalized federated learning (BPFL) addresses challenges in existing personalized FL (PFL). BPFL aims to quantify the uncertainty and heterogeneity within and across cl…

cs.LG2023

C $^{2}$ VAE: Gaussian Copula-based VAE Differing Disentangled from Coupled Representations with Contrastive Posterior

Zhangkai Wu, Longbing Cao

We present a self-supervised variational autoencoder (VAE) to jointly learn disentangled and dependent hidden factors and then enhance disentangled representation learning by a sel…

Bayesian Personalized Federated Learning with Shared and Personalized Uncertainty Representations

C2VAE: Gaussian Copula-based VAE Differing Disentangled from Coupled Representations with Contrastive Posterior

C $^{2}$ VAE: Gaussian Copula-based VAE Differing Disentangled from Coupled Representations with Contrastive Posterior