Yes, specifically when it comes to open-ended research or development, collocation is non-negotiable. There are greater than linear benefits in creativity of approach, agility in adapting to new intermediate discoveries, etc that you get by putting a number of talented people who get along in the same space who form a community of practice.
Remote work and flattening communication down to what digital media (Slack, Zoom, etc) afford strangle the beneficial network effects.