2 papers
cs.LG2026
Identifying Structural Biases from Causal Mechanism Shifts
Praharsh Nanavati, Jilles Vreeken, David Kaltenpoth
Causal discovery methods commonly assume that all data is independently and identically distributed (i.i.d.) and that there are no unmeasured variables affecting the system. In pra…
cs.LG2026
Root Cause Analysis of Measurement and Mechanistic Anomalies
Hendrik Suhr, David Kaltenpoth, Jilles Vreeken
Root cause analysis of anomalies aims to identify how and why a sample deviates from the normal process. Existing methods primarily focus on telling which features are responsible,…