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cs.LG2021
Failure Modes of Domain Generalization Algorithms
Tigran Galstyan, Hrayr Harutyunyan, Hrant Khachatrian +2
Domain generalization algorithms use training data from multiple domains to learn models that generalize well to unseen domains. While recently proposed benchmarks demonstrate that…
cs.LG2020★ 1 cited
Robust Classification under Class-Dependent Domain Shift
Tigran Galstyan, Hrant Khachatrian, Greg Ver Steeg +1
Investigation of machine learning algorithms robust to changes between the training and test distributions is an active area of research. In this paper we explore a special type of…