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. Also, we conduct several informative side experiments that highlight the different theoretical properties .
After revision:  We conduct extensive and systematic experiments using both synthetic (CIFAR) and real (WebVision) noise with varying noise rates .