Search Results for author: Amine Natik

Found 3 papers, 1 papers with code

Reliability of CKA as a Similarity Measure in Deep Learning

no code implementations28 Oct 2022 MohammadReza Davari, Stefan Horoi, Amine Natik, Guillaume Lajoie, Guy Wolf, Eugene Belilovsky

Comparing learned neural representations in neural networks is a challenging but important problem, which has been approached in different ways.

Attribute

Embedding Signals on Knowledge Graphs with Unbalanced Diffusion Earth Mover's Distance

no code implementations26 Jul 2021 Alexander Tong, Guillaume Huguet, Dennis Shung, Amine Natik, Manik Kuchroo, Guillaume Lajoie, Guy Wolf, Smita Krishnaswamy

We propose to compare and organize such datasets of graph signals by using an earth mover's distance (EMD) with a geodesic cost over the underlying graph.

Knowledge Graph Embedding Knowledge Graphs

Diffusion Earth Mover's Distance and Distribution Embeddings

1 code implementation25 Feb 2021 Alexander Tong, Guillaume Huguet, Amine Natik, Kincaid MacDonald, Manik Kuchroo, Ronald Coifman, Guy Wolf, Smita Krishnaswamy

Here, Diffusion EMD can derive distances between patients on the manifold of cells at least two orders of magnitude faster than equally accurate methods.

Cannot find the paper you are looking for? You can Submit a new open access paper.