Shifts Dataset

doi:doi:10.57702/f6i5kf3c

Shifts Dataset

The Shifts Dataset: a large, standardized dataset for evaluation of uncertainty estimates and robustness to realistic, curated distributional shift.

BibTex:

@dataset{Andrey_Malinin_and_Neil_Band_and_Yarin_Gal_and_Mark_J_F_Gales_and_Alexander_Ganshin_and_Andrey_Ploskonosov_and_Vatsal_Raina_and_Vyas_Raina_and_German_Chesnokov_and_Liudmila_Prokhorenkova_and_Denis_Roginskiy_and_Alexey_Noskov_and_Ivan_Provilkov_and_Mariya_Shmatova_and_Panos_Tigas_and_Boris_Yangel_2024,
    abstract = {The Shifts Dataset: a large, standardized dataset for evaluation of uncertainty estimates and robustness to realistic, curated distributional shift.},
    author = {Andrey Malinin and Neil Band and Yarin Gal and Mark J. F. Gales and Alexander Ganshin and Andrey Ploskonosov and Vatsal Raina and Vyas Raina and German Chesnokov and Liudmila Prokhorenkova and Denis Roginskiy and Alexey Noskov and Ivan Provilkov and Mariya Shmatova and Panos Tigas and Boris Yangel},
    doi = {10.57702/f6i5kf3c},
    institution = {No Organization},
    keyword = {'distributional shift', 'large-scale tasks', 'multiple modalities', 'robustness', 'uncertainty estimation'},
    month = {dec},
    publisher = {TIB},
    title = {Shifts Dataset},
    url = {https://service.tib.eu/ldmservice/dataset/shifts-dataset},
    year = {2024}
}