2 papers
cs.LG2022
Computing Rule-Based Explanations by Leveraging Counterfactuals
Zixuan Geng, Maximilian Schleich, Dan Suciu
Sophisticated machine models are increasingly used for high-stakes decisions in everyday life. There is an urgent need to develop effective explanation techniques for such automate…
cs.LG2021
GeCo: Quality Counterfactual Explanations in Real Time
Maximilian Schleich, Zixuan Geng, Yihong Zhang +1
Machine learning is increasingly applied in high-stakes decision making that directly affect people's lives, and this leads to an increased demand for systems to explain their deci…