Xiaojin Zhu

Machine Teaching: An Inverse Problem to Machine Learning and an Approach Toward Optimal Education

2015 · Proceedings of the AAAI Conference on Artificial Intelligence

I draw the reader's attention to machine teaching, the problem of finding an optimal training set given a machine learning algorithm and a target model. In addition to generating fascinating mathematical questions for computer scientists …

An Overview of Machine Teaching

2018 · arXiv (Cornell University)

In this paper we try to organize machine teaching as a coherent set of ideas. Each idea is presented as varying along a dimension. The collection of dimensions then form the problem space of machine …