Nilesh noted a fast start to the paraview GUI via the following commands:

module load paraview/5.11.0-gui
vglrun -d :0.1 paraview

The docs do not directly mention this; possibly worth as an addition to get directly into paraview.

There is an indirect mention here: https://nrel.github.io/HPC/Documentation/Viz_Analytics/virtualgl_fastx/#launching-opengl-applications