A survey on evaluation of out-of-distribution generalization

H Yu, J Liu, X Zhang, J Wu, P Cui - arxiv preprint arxiv:2403.01874, 2024 - arxiv.org
Machine learning models, while progressively advanced, rely heavily on the IID assumption,
which is often unfulfilled in practice due to inevitable distribution shifts. This renders them …