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message: "If you use SHIFT15M in your research, please cite it using these metadata."
abstract: The main motivation of the SHIFT15M project is to provide a dataset that contains natural dataset shifts collected from a web service that was actually in operation for several years. In addition, the SHIFT15M dataset has several types of dataset shifts, allowing us to evaluate the robustness of the model to different types of shifts (e.g., covariate shift and target shift).
authors:
- family-names: Kimura
given-names: Masanari
orcid: https://orcid.org/0000-0002-9953-3469
email: masanari.kimura@zozo.com
- family-names: Nakamura
given-names: Takuma
orcid: https://orcid.org/0000-0001-7904-4724
- family-names: Saito
given-names: Yuki
orcid: https://orcid.org/0000-0003-0492-414X
title: "SHIFT15M: Multiobjective Large-Scale Dataset with Distributional Shifts"