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Image Credit: Arxiv

Robust Barycenter Estimation using Semi-Unbalanced Neural Optimal Transport

  • Aggregating data from multiple sources can be formalized as an Optimal Transport (OT) barycenter problem.
  • A novel scalable approach is proposed for estimating robust continuous barycenter, leveraging the dual formulation of the (semi-)unbalanced OT problem.
  • The method is adaptable to general cost functions and demonstrates robustness to outliers and class imbalance.
  • Source code for the method is publicly available on GitHub.

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