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20152022
most citedZOO: Zeroth Order Optimization based Black-box Attacks to Deep Neural Networks without Training Substitute Models

1.8k citations · 2.3k across the 57 of their papers we have counts for

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cs.AI2019

One Explanation Does Not Fit All: A Toolkit and Taxonomy of AI Explainability Techniques

Vijay Arya, Rachel K. E. Bellamy, Pin-Yu Chen +17

As artificial intelligence and machine learning algorithms make further inroads into society, calls are increasing from multiple stakeholders for these algorithms to explain their…

cs.AI2018

Explanations based on the Missing: Towards Contrastive Explanations with Pertinent Negatives

Amit Dhurandhar, Pin-Yu Chen, Ronny Luss +4

In this paper we propose a novel method that provides contrastive explanations justifying the classification of an input by a black box classifier such as a deep neural network. Gi…