The Proceedings of the Conference on Promoting Undergraduate Research in Mathematics answers that question for math REUs. I am afraid I do not know how to find out for physics or astronomy though.

http://www.ams.org/employment/PURMproceedings.pdf
http://www.ams.org/employment/REUproceedings.pdf