Does the VSCode Remote Tunnels support opening GUIs?

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I've searched the documentation, the GitHub issues and tried the Remote X11 extension as well, but none of work or mention anything about X11 forwarding through VSCode Tunnels.

Is there any way to do it, or is it not possible yet?

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If you're running R or Python, you can install Jupyter extension and choose R kernel / Python kernel, and the graphical results (i.e. plots) should be displayed, instead of having to be X11-forwarded.