I'm using .wav files for weapon sounds. Saved at 16 bit, mono signed, .wav files work just fine. .ogg files are a different story.
For music I use .ogg files. I've read the tutorials for music, and I've had no problems; however, when I try to convert my .wav weapon sound files to .ogg, the sounds are silent in game.