Construct · 1 fields · 1 citations

accuracy on the line: a standalone construct

One name. One construct. A landmark on the map.

● anchor · a standalone construct Nearest construct by meaning·not indexed
accuracyon the line1 CONSTRUCTAccuracy on the lineMILLER · MACHINE LEARNING

A single standalone construct; nearby constructs are located against it in the Collider. Tap a field for its definition, unit, and measures.

Machine learning

the strong linear relation, across many models, between in-distribution and out-of-distribution accuracy on probit-scaled axes.

In machine learning, accuracy on the line refers to the strong linear relation, across many models, between in-distribution and out-of-distribution accuracy on probit-scaled axes. This meaning comes from Miller (2021) in arXiv.[1]

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Nearby constructs

accuracy3 fields · 6 citationsjingle · one word, three constructslearning6 fields · 14 citationsjingle · one name, six constructsline4 fields · 7 citationsjingle · one word, four constructs

References

  1. Miller, J., Taori, R., Raghunathan, A., Sagawa, S., Koh, P. W., Shankar, V., Liang, P., Carmon, Y., & Schmidt, L. (2021). Accuracy on the Line: On the Strong Correlation Between Out-of-Distribution and In-Distribution Generalization. arXiv. https://doi.org/10.48550/arxiv.2107.04649

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