Browsing by Subject "Network Interpretation"
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Item Adversarial Attacks for Network Interpretation(2018-01-01) Pillai, Vipin Radhakrishnan; Pirsiavash, Hamed; Computer Science and Electrical Engineering; Computer ScienceAdversarial attacks are known to fool deep neural networks to produce incorrect predictions. We introduce adversarial attack algorithms that not only fool the network's prediction, but also fool our interpretation of the cause of the network's decision. We show that our algorithms can empower practical adversarial attacks, like adversarial patches, by hiding them from network interpretation tools. We also introduce adversarial attack algorithms which can change the interpretation of the network's decision without changing the network's output. We show that our attack tuned for GradCam visualization transfers directly to other visualization algorithms like CAM and occluding patch as well. We believe our algorithms can facilitate developing more robust network interpretation tools that truly explain the network's underlying decision-making process.