Aram Galstyan
Articles
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Apr 1, 2024 |
flipboard.com | Myrl G. Marmarelis |Russell Littman |Francesca Battaglin |Donna Niedzwiecki |Alan Venook |Jose-Luis Ambite | +3 more
q-Diffusion leverages the full dimensionality of gene coexpression in single-cell transcriptomicsUnlocking the full dimensionality of single-cell RNA sequencing data (scRNAseq) is the next frontier to a richer, fuller understanding of cell …
Online continual learning for progressive distribution shift (OCL-PDS): A practitioner’s perspective
Jun 9, 2023 |
amazon.science | Stefan Schroedl |Aram Galstyan |Anoop Kumar |Greg Ver Steeg
We introduce the novel OCL-PDS problem - online continual learning for progressive distribution shift. PDS refers to the subtle, gradual, and continuous distribution shift that widely exists in modern deep learning applications. It is widely observed in industry that PDS can cause significant performance drop.
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