dying ReLU problem

GPTKB entity

Statements (20)
Predicate Object
gptkbp:instanceOf problem in deep learning
gptkbp:affects ReLU activation function
gptkbp:alsoKnownAs dead ReLU problem
gptkbp:cause loss of network capacity
neurons output zero for all inputs
gptkbp:discusses deep learning literature
https://www.w3.org/2000/01/rdf-schema#label dying ReLU problem
gptkbp:mitigatedBy gptkb:Leaky_ReLU
gptkb:Parametric_ReLU
Randomized ReLU
lower learning rate
proper weight initialization
gptkbp:occurredIn weights update causes neuron to only output zero
gptkbp:relatedTo vanishing gradient problem
training deep neural networks
gptkbp:bfsParent gptkb:Leaky_ReLU
gptkb:Rectified_Linear_Unit
gptkb:LeakyReLU
gptkb:ReLU_function
gptkbp:bfsLayer 7