2 papers
cs.LG2020
Identifying Audio Adversarial Examples via Anomalous Pattern Detection
Victor Akinwande, Celia Cintas, Skyler Speakman +1
Audio processing models based on deep neural networks are susceptible to adversarial attacks even when the adversarial audio waveform is 99.9% similar to a benign sample. Given the…
cs.LG2018
Subset Scanning Over Neural Network Activations
Skyler Speakman, Srihari Sridharan, Sekou Remy +2
This work views neural networks as data generating systems and applies anomalous pattern detection techniques on that data in order to detect when a network is processing an anomal…