2 papers
cs.AI2026
ExplAIner: A Declarative Query Language for Explaining Classification Models
Marcelo Arenas, Pablo Barceló, Diego Bustamante +3
The XAI community has studied a wide range of queries and scores for explaining predictions of ML models. From a data management perspective, this proliferation of explanation noti…
cs.LO2024
A Uniform Language to Explain Decision Trees
Marcelo Arenas, Pablo Barcelo, Diego Bustamante +2
The formal XAI community has studied a plethora of interpretability queries aiming to understand the classifications made by decision trees. However, a more uniform understanding o…