Search Results for author: Mohsin Hasan

Found 2 papers, 2 papers with code

Calibrated One Round Federated Learning with Bayesian Inference in the Predictive Space

2 code implementations15 Dec 2023 Mohsin Hasan, Guojun Zhang, Kaiyang Guo, Xi Chen, Pascal Poupart

To improve scalability for larger models, one common Bayesian approach is to approximate the global predictive posterior by multiplying local predictive posteriors.

Bayesian Inference Federated Learning

Robust One Round Federated Learning with Predictive Space Bayesian Inference

1 code implementation20 Jun 2022 Mohsin Hasan, Zehao Zhang, Kaiyang Guo, Mahdi Karami, Guojun Zhang, Xi Chen, Pascal Poupart

In contrast, our method performs the aggregation on the predictive posteriors, which are typically easier to approximate owing to the low-dimensionality of the output space.

Bayesian Inference Federated Learning

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