283 citations · 490 across the 13 of their papers we have counts for
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cs.LG2022★ 21 cited
Exploring the Whole Rashomon Set of Sparse Decision Trees
Rui Xin, Chudi Zhong, Zhi Chen +3
In any given machine learning problem, there may be many models that could explain the data almost equally well. However, most learning algorithms return only one of these models,…
cs.HC2022★ 24 cited
TimberTrek: Exploring and Curating Sparse Decision Trees with Interactive Visualization
Zijie J. Wang, Chudi Zhong, Rui Xin +5
Given thousands of equally accurate machine learning (ML) models, how can users choose among them? A recent ML technique enables domain experts and data scientists to generate a co…
cs.CV2022★ 4 cited
SegDiscover: Visual Concept Discovery via Unsupervised Semantic Segmentation
Haiyang Huang, Zhi Chen, Cynthia Rudin
Visual concept discovery has long been deemed important to improve interpretability of neural networks, because a bank of semantically meaningful concepts would provide us with a s…