Abstract Photon detection is important for liquid argon detectors direct dark matter searches or neutrino property measurements. Precise simulation of photon transport widely used to understand the probability in detectors. Traditional simulation, tracking every within framework Geant4, a major computational challenge kilo-tonne-scale and GeV-level energy depositions. In this work, we propose o...