28 citations · 53 across the 6 of their papers we have counts for
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cs.LG2020★ 28 cited
Into the Unknown: Active Monitoring of Neural Networks
Anna Lukina, Christian Schilling, Thomas A. Henzinger
Neural-network classifiers achieve high accuracy when predicting the class of an input that they were trained to identify. Maintaining this accuracy in dynamic environments, where…
cs.LG2020★ 17 cited
MurTree: Optimal Classification Trees via Dynamic Programming and Search
Emir Demirović, Anna Lukina, Emmanuel Hebrard +5
Decision tree learning is a widely used approach in machine learning, favoured in applications that require concise and interpretable models. Heuristic methods are traditionally us…