Browser only uses d3 on svg which is not really fast
You can use Neo4j Bloom e.g. via the Sandbox or the Startup Program which uses WebGL
Or have a look at the other tools available like kineviz, yWorks, graphlytic via desktop.
See our Graph Visualization series here: