Before revision:  We conduct extensive and systematic experiments using both synthetic (CIFAR) and real (WebVision) noise and demonstrate significant and consistent improvements over other loss functions.
After revision:  We conduct extensive and systematic experiments using both synthetic (CIFAR) , and real-world (WebVision) noise and demonstrate significant and consistent improvements over other loss functions.