2 papers
q-bio.QM2025
scSSL-Bench: Benchmarking Self-Supervised Learning for Single-Cell Data
Olga Ovcharenko, Florian Barkmann, Philip Toma +4
Self-supervised learning (SSL) has proven to be a powerful approach for extracting biologically meaningful representations from single-cell data. To advance our understanding of SS…
cs.LG2024
Feature Clock: High-Dimensional Effects in Two-Dimensional Plots
Olga Ovcharenko, Rita Sevastjanova, Valentina Boeva
Humans struggle to perceive and interpret high-dimensional data. Therefore, high-dimensional data are often projected into two dimensions for visualization. Many applications benef…