2 citations · 6 across the 9 of their papers we have counts for
3 papers · 1 filter
GRAIL: From Saliency to Semantics in Time-Series Explanation
Enver Menadjiev, Yiqiu Shen, Jaesik Choi +1
Explaining a time-series model requires both locating the evidence and extracting meaningful knowledge from it. Yet a single timestep is not a semantic unit: the meaningful pattern…
Still More Shades of Null: An Evaluation Suite for Responsible Missing Value Imputation
Falaah Arif Khan, Denys Herasymuk, Nazar Protsiv +1
Data missingness is a practical challenge of sustained interest to the scientific community. In this paper, we present Shades-of-Null, an evaluation suite for responsible missing v…
ShaRP: Explaining Rankings and Preferences with Shapley Values
Venetia Pliatsika, Joao Fonseca, Kateryna Akhynko +2
Algorithmic decisions in critical domains such as hiring, college admissions, and lending are often based on rankings. Given the impact of these decisions on individuals, organizat…