Discriminator

The component of a GAN or adversarial training setup that classifies inputs as real (from the data distribution) or fake (from the generator). In robotics, discriminators are used in GAIL (Generative Adversarial Imitation Learning) to distinguish expert demonstrations from policy rollouts, providing a learned reward signal for training the policy.