Wasserstein is all you need

arxiv.org

The authors propose a unified framework for building unsupervised representations of individual objects or entities (and their compositions), by associating with each object both a distributional as well as a point estimate (vector embedding). This is made possible by the use of optimal transport, which allows them to build these associated estimates while harnessing the underlying geometry of the ground space.

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