1 code implementation • 5 Sep 2018 • Mike Wu, Milan Mosse, Noah Goodman, Chris Piech
Rubric sampling requires minimal teacher effort, can associate feedback with specific parts of a student's solution and can articulate a student's misconceptions in the language of the instructor.
1 code implementation • ICLR 2021 • Mike Wu, Milan Mosse, Chengxu Zhuang, Daniel Yamins, Noah Goodman
To do this, we introduce a family of mutual information estimators that sample negatives conditionally -- in a "ring" around each positive.
no code implementations • 27 May 2020 • Mike Wu, Chengxu Zhuang, Milan Mosse, Daniel Yamins, Noah Goodman
Reformulating previous learning objectives in terms of mutual information also simplifies and stabilizes them.