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• W2783297929 abstract "Neural networks are commonly used as models for classification for a wide variety of tasks. Typically, a learned affine transformation is placed at the end of such models, yielding a per-class value used for classification. This classifier can have a vast number of parameters, which grows linearly with the number of possible classes, thus requiring increasingly more resources. In this work we argue that this classifier can be fixed, up to a global scale constant, with little or no loss of accuracy for most tasks, allowing memory and computational benefits. Moreover, we show that by initializing the classifier with a Hadamard matrix we can speed up inference as well. We discuss the implications for current understanding of neural network models." @default.
• W2783297929 created "2018-01-26" @default.
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• W2783297929 date "2018-01-14" @default.
• W2783297929 modified "2023-09-27" @default.
• W2783297929 title "Fix your classifier: the marginal value of training the last weight layer" @default.
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• W2783297929 hasPublicationYear "2018" @default.
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