20 citations · 95 across the 49 of their papers we have counts for
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cs.CV2020
OrthoReg: Robust Network Pruning Using Orthonormality Regularization
Ekdeep Singh Lubana, Puja Trivedi, Conrad Hougen +2
Network pruning in Convolutional Neural Networks (CNNs) has been extensively investigated in recent years. To determine the impact of pruning a group of filters on a network's accu…
cs.LG2020★ 19 cited
A Gradient Flow Framework For Analyzing Network Pruning
Ekdeep Singh Lubana, Robert P. Dick
Recent network pruning methods focus on pruning models early-on in training. To estimate the impact of removing a parameter, these methods use importance measures that were origina…