Search Results for author: Dan MacKinlay

Found 2 papers, 2 papers with code

Gaussian Ensemble Belief Propagation for Efficient Inference in High-Dimensional Systems

1 code implementation13 Feb 2024 Dan MacKinlay, Russell Tsuchida, Dan Pagendam, Petra Kuhnert

The use of local messages in a graphical model structure ensures that the approach can efficiently handle complex dependence structures.

Distributed Computing

PDEBENCH: An Extensive Benchmark for Scientific Machine Learning

2 code implementations13 Oct 2022 Makoto Takamoto, Timothy Praditia, Raphael Leiteritz, Dan MacKinlay, Francesco Alesiani, Dirk Pflüger, Mathias Niepert

With those metrics we identify tasks which are challenging for recent ML methods and propose these tasks as future challenges for the community.

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