SNIP: single-shot network pruning based on connection sensitivity

Pruning large neural networks while maintaining their performance is often desirable due to the reduced space and time complexity. In existing methods, pruning is done within an iterative optimization procedure with either heuristically designed pruning schedules or additional hyperparameters, under...

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Bibliographic Details
Main Authors: Lee, N, Ajanthan, T, Torr, P
Format: Conference item
Published: Open Review 2019