No Explainability without Accountability: An Empirical Study of Explanations and Feedback in Interactive ML

Alison Smith-Renner, Ron Fan, Melissa Birchfield, Tongshuang Wu, Jordan L. Boyd-Graber, Daniel S. Weld, Leah Findlater. No Explainability without Accountability: An Empirical Study of Explanations and Feedback in Interactive ML. In Regina Bernhaupt, Florian 'Floyd' Mueller, David Verweij, Josh Andres, Joanna McGrenere, Andy Cockburn, Ignacio Avellino, Alix Goguey, Pernille Bjøn, Shengdong Zhao, Briane Paul Samson, Rafal Kocielnik, editors, CHI '20: CHI Conference on Human Factors in Computing Systems, Honolulu, HI, USA, April 25-30, 2020. pages 1-13, ACM, 2020. [doi]

@inproceedings{Smith-RennerFBW20,
  title = {No Explainability without Accountability: An Empirical Study of Explanations and Feedback in Interactive ML},
  author = {Alison Smith-Renner and Ron Fan and Melissa Birchfield and Tongshuang Wu and Jordan L. Boyd-Graber and Daniel S. Weld and Leah Findlater},
  year = {2020},
  doi = {10.1145/3313831.3376624},
  url = {https://doi.org/10.1145/3313831.3376624},
  researchr = {https://researchr.org/publication/Smith-RennerFBW20},
  cites = {0},
  citedby = {0},
  pages = {1-13},
  booktitle = {CHI '20: CHI Conference on Human Factors in Computing Systems, Honolulu, HI, USA, April 25-30, 2020},
  editor = {Regina Bernhaupt and Florian 'Floyd' Mueller and David Verweij and Josh Andres and Joanna McGrenere and Andy Cockburn and Ignacio Avellino and Alix Goguey and Pernille Bjøn and Shengdong Zhao and Briane Paul Samson and Rafal Kocielnik},
  publisher = {ACM},
  isbn = {978-1-4503-6708-0},
}