Looks like you’re using W3TC, great plugin, I used to use it on this site. Unfortunately it seems to just slow things down for me. Different caching plugins seem to work better on some hosts. Any way…
Make sure you do not cache pages with query strings. I forget what the setting is called. Or, exclude the directory page from being cached.
Hope that helps!