David Kaltenpoth

Discovering Invariant and Changing Mechanisms from Data

2022 · Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining

While invariance of causal mechanisms has inspired recent work in both robust machine learning and causal inference, causal mechanisms may also vary over domains due to, for example, population-specific differences, the context of data collection, …