Recent advances in flow cytometry information have spurred the creation of sophisticated methodologies to handle the inherent challenges posed by spectral cross-talk. Traditionally, manual compensation matrix generation relies on single or multiple compensation controls, which can be vulnerable to inaccuracies and introduce biases, particularly whe