30 citations · 60 across the 14 of their papers we have counts for
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cs.LG2020★ 30 cited
Certified Monotonic Neural Networks
Xingchao Liu, Xing Han, Na Zhang +1
Learning monotonic models with respect to a subset of the inputs is a desirable feature to effectively address the fairness, interpretability, and generalization issues in practice…
cs.LG2020
Model-Agnostic Explanations using Minimal Forcing Subsets
Xing Han, Joydeep Ghosh
How can we find a subset of training samples that are most responsible for a specific prediction made by a complex black-box machine learning model? More generally, how can we expl…