Posted on October 1, 2019
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Addressing Failure Prediction by Learning Model Confidence
This is topic close to my heart. I’m very interested in thinking about how we interpret the predictions of ML models, and if a model can even give any kind of meaningful confidence prediction at all. This paper attempts to build this idea in. I’m sure it’s not the last word, but it’s a good step in a line of research that I think is very important.