In order to better reflect the quality of the generator, we define the reward r from two angles: • As the common setting in adversarial learning, for the generated sample set, we hope the confidence of being positive samples by the discriminator becomes higher.
the first component of our reward is formulated as below: the function of b 1 is to reduce variance during reinforcement learning.