Recent progress in flow cytometry analysis have spurred the development of sophisticated methodologies to address the inherent challenges posed by spectral overlap. Traditionally, conventional compensation matrix generation relies on single or multiple compensation controls, which can be vulnerable to inaccuracies and introduce biases, particularly