Method for audio signal processing on a hearing system, the hearing system having -- an audio input unit, -- a processing unit for audio signal processing, -- an audio output unit, and -- a neural network (6; 20) for audio signal processing, and comprising the steps of: - receiving an input audio signal by means of the audio input unit, - audio signal processing the input audio signal into an output audio signal at least partially by means of the processing unit, including -- executing audio signal processing by the neural network for performing a step of the audio signal processing, -- determining a confidence parameter resembling a reliability of the audio signal processing by the neural network, wherein the confidence parameter is an estimate of the accuracy of the neural network processing, and -- steering the audio signal processing in dependence of the confidence parameter, - outputting the output audio signal by means of the audio output unit, characterized in that the confidence parameter determines whether a network output (A1; NO) of the neural network (6; 20) is used in further processing steps of the audio signal processing. -- an audio input unit, -- a processing unit for audio signal processing, -- an audio output unit, and -- a neural network (6; 20) for audio signal processing, and comprising the steps of: - receiving an input audio signal by means of the audio input unit, - audio signal processing the input audio signal into an output audio signal at least partially by means of the processing unit, including -- executing audio signal processing by the neural network for performing a step of the audio signal processing, -- determining a confidence parameter resembling a reliability of the audio signal processing by the neural network, wherein the confidence parameter is an estimate of the accuracy of the neural network processing, and -- steering the audio signal processing in dependence of the confidence parameter, - outputting the output audio signal by means of the audio output unit, - receiving an input audio signal by means of the audio input unit, - audio signal processing the input audio signal into an output audio signal at least partially by means of the processing unit, including -- executing audio signal processing by the neural network for performing a step of the audio signal processing, -- determining a confidence parameter resembling a reliability of the audio signal processing by the neural network, wherein the confidence parameter is an estimate of the accuracy of the neural network processing, and -- steering the audio signal processing in dependence of the confidence parameter, -- executing audio signal processing by the neural network for performing a step of the audio signal processing, -- determining a confidence parameter resembling a reliability of the audio signal processing by the neural network, wherein the confidence parameter is an estimate of the accuracy of the neural network processing, and -- steering the audio signal processing in dependence of the confidence parameter, - outputting the output audio signal by means of the audio output unit, characterized in that the confidence parameter determines whether a network output (A1; NO) of the neural network (6; 20) is used in further processing steps of the audio signal processing.