szha commented on issue #11865: attach_grad of intermediate variables causes 
the gradient graph to be lost
URL: 
https://github.com/apache/incubator-mxnet/issues/11865#issuecomment-488498466
 
 
   Yes, there should be an explicit mechanism to mark new outputs. Whether it's 
reusing attach_grad or a new method is up for debate.

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