I have a graph with about 7K nodes and any of the out of the box layout algorithm always results in overlapping nodes. I've seen cystoscope-no-overlap for cytoscape.js; is there something similar for the desktop?
I could be unaware of some basic functionality in cytoscape desktop too - I'm still new to the software.
You have a few options for getting your layouts just right: