Remote ipython kernel not displaying inline matplotlib plot

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I run an ipython kernel on a remote ubuntu server using:

ipython kernel --matplotlib inline

I then connect to it successfully on a second ubuntu machine using:

ipython qtconsole --existing XXX.json --ssh login@remoteserver

However, when I try to display an inline matplotlib plot, nothing appears. No error message is displayed, both on the server and client console. Matplotlib inline graph are displayed correctly when the console and kernel are running on the same machine.

Is there something I should do to make it work?

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