Booth School of Business, University of Chicago; Department of Statistics and Data Science, University of Texas at Austin; Machine Learning Department, Carnegie Mellon University
Tianyu Chen, Kevin Bello, Bryon Aragam, Pradeep Ravikumar
distribution shifts;heterogeneous data;feature-shift;structural causal models;additive noise models;causality;root-cause analysis
iSCAN: Identifying Causal Mechanism Shifts among Nonlinear Additive Noise Models