385 citations · 1.5k across the 36 of their papers we have counts for
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cs.CV2018★ 85 cited
Revisiting the Importance of Individual Units in CNNs via Ablation
Bolei Zhou, Yiyou Sun, David Bau +1
We revisit the importance of the individual units in Convolutional Neural Networks (CNNs) for visual recognition. By conducting unit ablation experiments on CNNs trained on large s…
cs.AI2018★ 32 cited
Explaining Explanations: An Overview of Interpretability of Machine Learning
Leilani H. Gilpin, David Bau, Ben Z. Yuan +3
There has recently been a surge of work in explanatory artificial intelligence (XAI). This research area tackles the important problem that complex machines and algorithms often ca…