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 (CHI, 2020)

Hypothesis Formalization: Empirical Findings, Software Limitations, and Design Implications. - Eunice Jun; Melissa Birchfield; Nicole de Moura; Jeffrey Heer; René Just (ACM Trans. Comput. Hum. Interact., 2022)