Mingzhou Liu

Which Invariance Should We Transfer? A Causal Minimax Learning Approach

2021 · arXiv (Cornell University)

A major barrier to deploying current machine learning models lies in their non-reliability to dataset shifts. To resolve this problem, most existing studies attempted to transfer stable information to unseen environments. Particularly, independent causal mechanisms-based …