Construct · 1 fields · 1 citations

mean teacher: a standalone construct

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

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Machine learning

semi-supervised learning in which a teacher model formed by averaging student weights over time supplies consistency targets on unlabeled data.

In machine learning, mean teacher refers to semi-supervised learning in which a teacher model formed by averaging student weights over time supplies consistency targets on unlabeled data. This meaning comes from Tarvainen (2017) in arXiv.[1]

Unit
Recovery means
Measured by

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Nearby constructs

consistency4 fields · 5 citationsjingle · one word, four constructs learning6 fields · 14 citationsjingle · one name, six constructs mean3 fields · 6 citationsjingle · one word, three constructs

References

Tarvainen, A., & Valpola, H. (2017). Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results. arXiv. https://doi.org/10.48550/arxiv.1703.01780

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