I did my grad research on disease transmission simulations on GPUs, so this is super interesting to me. Could you please hit me with some papers or presentations?
The NVIDIA memory model also goes through L1 cache - but that's obviously not very big on a GPU processor (also true on AMD IIRC). Like <128 bytes per thread. It's great if your threads hit it coalesced, otherwise it's pretty meaningless.