1 code implementation • 13 Feb 2020 • Victor Akinwande, Celia Cintas, Skyler Speakman, Srihari Sridharan
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.
no code implementations • ICLR 2020 • Skyler Speakman, Celia Cintas, Victor Akinwande, Srihari Sridharan, Edward McFowland III
This work introduces ``Subset Scanning methods from the anomalous pattern detection domain to the task of detecting anomalous inputs to neural networks.
no code implementations • 19 Oct 2018 • Skyler Speakman, Srihari Sridharan, Sekou Remy, Komminist Weldemariam, Edward McFowland
This is the first work to introduce "Subset Scanning" methods from the anomalous pattern detection domain to the task of detecting anomalous input of neural networks.