Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift

Research article (arXiv (Cornell University), 2019) · cited 368× · AI/ML

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Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift

Summary

Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift is a scholarly article^[1].

Key Facts

Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift's instance of is recorded as scholarly article^[2].

References

Programmatic citations — every numbered marker resolves to a verifiable graph row below.

Direct Wikidata claims

[2] ↑ Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift — instance of (P31): scholarly article. wikidata.org.

Class ancestry

[1] ↑ Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift is an instance of scholarly article (scholarly article) [P31, primary]. Wikidata. wikidata.org.

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APA

4ort.xyz Knowledge Graph. (2026). Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift. Retrieved May 24, 2026, from https://4ort.xyz/entity/can-you-trust-your-model-s-uncertainty-evaluating-predictive-uncertainty-under-dataset-shift

MLA

“Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/can-you-trust-your-model-s-uncertainty-evaluating-predictive-uncertainty-under-dataset-shift.

BibTeX

@misc{4ortxyz_can-you-trust-your-model-s-uncertainty-evaluating-predictive-uncertainty-under-dataset-shift_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift}}, year = {2026}, url = {https://4ort.xyz/entity/can-you-trust-your-model-s-uncertainty-evaluating-predictive-uncertainty-under-dataset-shift}, note = {Accessed: 2026-05-24}}

LLM prompt

According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Can you trust your model's uncertainty? Evaluating predictive uncertainty under dataset shift — https://4ort.xyz/entity/can-you-trust-your-model-s-uncertainty-evaluating-predictive-uncertainty-under-dataset-shift (retrieved 2026-05-24)

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