The Reversible Residual Network: Backpropagation Without Storing Activations

Aidan N. Gomez, Mengye Ren, Raquel Urtasun, Roger B. Grosse

Neural Information Processing Systems 

Therefore, the activations for most layers need not be stored in memory during backpropagation.

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