3 papers
cs.LG2026
A Proper Scoring Rule for Virtual Staining
Samuel Tonks, Steve Hood, Ryan Musso +5
Generative virtual staining (VS) models for high-throughput screening (HTS) can provide an estimated posterior distribution of possible biological feature values for each input and…
math.PR2025
A distance function for stochastic matrices
Antony R. Lee, Peter Tino, Iain Bruce Styles
Motivated by information geometry, a distance function on the space of stochastic matrices is advocated. Starting with sequences of Markov chains the Bhattacharyya angle is advocat…
cs.LG2024
Can virtual staining for high-throughput screening generalize?
Samuel Tonks, Cuong Nguyen, Steve Hood +6
The large volume and variety of imaging data from high-throughput screening (HTS) in the pharmaceutical industry present an excellent resource for training virtual staining models.…