1.6k citations · 1.7k across the 8 of their papers we have counts for
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cs.LG2016
On Human Intellect and Machine Failures: Troubleshooting Integrative Machine Learning Systems
Besmira Nushi, Ece Kamar, Eric Horvitz +1
We study the problem of troubleshooting machine learning systems that rely on analytical pipelines of distinct components. Understanding and fixing errors that arise in such integr…
cs.AI2016★ 44 cited
Identifying Unknown Unknowns in the Open World: Representations and Policies for Guided Exploration
Himabindu Lakkaraju, Ece Kamar, Rich Caruana +1
Predictive models deployed in the real world may assign incorrect labels to instances with high confidence. Such errors or unknown unknowns are rooted in model incompleteness, and…