
NEPENTHE, an iterative unstructured approach, can effectively reduce the depth of over-parameterized deep neural networks with little to no performance loss.


coremsg

entropy-based-pruning-as-a-neural-network-depth-reducer


Entropy-Based Pruning as a Neural Network Depth Reducer


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A method to reduce the depth of deep neural networks by iteratively linearizing the lowest-entropy layer while preserving performance.


reducing-neural-network-depth-using-an-entropy-based-importance-metric


Reducing Neural Network Depth Using an Entropy-Based Importance Metric
