Search Results for author: Rentian Yao

Found 2 papers, 1 papers with code

A Gromov--Wasserstein Geometric View of Spectrum-Preserving Graph Coarsening

1 code implementation15 Jun 2023 Yifan Chen, Rentian Yao, Yun Yang, Jie Chen

The study includes a set of experiments to support the theory and method, including approximating the GW distance, preserving the graph spectrum, classifying graphs using spectral information, and performing regression using graph convolutional networks.

Graph Classification regression

Mean-field Variational Inference via Wasserstein Gradient Flow

no code implementations17 Jul 2022 Rentian Yao, Yun Yang

Variational inference, such as the mean-field (MF) approximation, requires certain conjugacy structures for efficient computation.

Bayesian Inference Variational Inference

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