There is a technique called i-SiR that can consider multiple proposals for the global sampling in parallel which saves some computation effort with extra memory requirement.
https://proceedings.neurips.cc/paper_files/paper/2022/file/21c86d5b10cdc28664ccdadf0a29065a-Paper-Conference.pdf