Search Results for author: Donald Martin, Jr.

Found 1 papers, 0 papers with code

Causal Theories and Structural Data Representations for Improving Out-of-Distribution Classification

no code implementations18 Sep 2023 Donald Martin, Jr., David Kinney

Specifically, we use simulated data to show that training a neural network with a data representation that makes explicit the invariant structural causal features of the data generating process of an epidemic system improves out-of-distribution (OOD) generalization performance on a classification task as compared to a more naive approach to data representation.

Cannot find the paper you are looking for? You can Submit a new open access paper.