414 citations · 723 across the 50 of their papers we have counts for
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cs.LG2020★ 3 cited
Dataset Dynamics via Gradient Flows in Probability Space
David Alvarez-Melis, Nicolò Fusi
Various machine learning tasks, from generative modeling to domain adaptation, revolve around the concept of dataset transformation and manipulation. While various methods exist fo…
cs.LG2020★ 66 cited
Geometric Dataset Distances via Optimal Transport
David Alvarez-Melis, Nicolò Fusi
The notion of task similarity is at the core of various machine learning paradigms, such as domain adaptation and meta-learning. Current methods to quantify it are often heuristic,…