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q-bio.QM2025
A measurement noise scaling law for cellular representation learning
Gokul Gowri, Igor Sadalski, Dan Raviv +3
Large genomic and imaging datasets can be used to train models that learn meaningful representations of cellular systems. Across domains, model performance improves predictably wit…
q-bio.QM2024
Approximating mutual information of high-dimensional variables using learned representations
Gokul Gowri, Xiao-Kang Lun, Allon M. Klein +1
Mutual information (MI) is a general measure of statistical dependence with widespread application across the sciences. However, estimating MI between multi-dimensional variables i…