Adversarial Examples Are a Natural Consequence of Test Error in Noise.
Justin GilmerNicolas FordNicholas CarliniEkin D. CubukPublished in: ICML (2019)
Keyphrases
- measurement noise
- estimation error
- training examples
- measurement error
- noise level
- noise reduction
- noisy data
- error bounds
- image noise
- random noise
- error rate
- measurement errors
- signal to noise ratio
- evaluation function
- prediction error
- test cases
- median filter
- gaussian noise
- additive noise
- man made
- case study
- residual error