Construct · 1 fields · 1 citations

mode connectivity: a standalone construct

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

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Machine learning

separately trained network solutions can be joined by simple curved paths in weight space along which loss stays low.

In machine learning, mode connectivity refers to separately trained network solutions can be joined by simple curved paths in weight space along which loss stays low. This meaning comes from Garipov (2018) in arXiv.[1]

Unit
Recovery means
Measured by

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Nearby constructs

connectivity5 fields · 6 citationsjingle · one word, five constructs learning6 fields · 14 citationsjingle · one name, six constructs loss2 fields · 3 citationsjingle · one word, two constructs

References

Garipov, T., Izmailov, P., Podoprikhin, D., Vetrov, D., & Wilson, A. G. (2018). Loss Surfaces, Mode Connectivity, and Fast Ensembling of DNNs. arXiv. https://doi.org/10.48550/arxiv.1802.10026

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