2 papers
stat.ML2026
Masking Causality and Conditional Dependence
Zou Yang, Sophia Xiao, Bijan Mazaheri
Many regulatory and analytic problems require that a prohibited variable influence a decision only through a designated allowable channel -- a conditional-independence requirement…
cs.LG2026
Data Augmentation via Causal-Residual Bootstrapping
Mateusz Gajewski, Sophia Xiao, Bijan Mazaheri
Data augmentation integrates domain knowledge into a dataset by making domain-informed modifications to existing data points. For example, image data can be augmented by duplicatin…