Search Results for author: Yuqiao Chen

Found 3 papers, 2 papers with code

Relational Neural Markov Random Fields

no code implementations18 Oct 2021 Yuqiao Chen, Sriraam Natarajan, Nicholas Ruozzi

Statistical Relational Learning (SRL) models have attracted significant attention due to their ability to model complex data while handling uncertainty.

Relational Reasoning

Lifted Hybrid Variational Inference

1 code implementation8 Jan 2020 Yuqiao Chen, Yibo Yang, Sriraam Natarajan, Nicholas Ruozzi

We demonstrate that the proposed variational methods are both scalable and can take advantage of approximate model symmetries, even in the presence of a large amount of continuous evidence.

Variational Inference

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