Anyway I took the time to investigate
https://forum.xpdfreader.com/viewtopic.php?t=36
xpdf is definitely *not* using fontconfig, it relies on hardcoded font locations, you probably just need to adapt them to the new urw locations.
And then you will hit PS1 vs OpenType if this part of xpdf is not ready for 2000 either.