There currently is one option to travel by night train from Innsbruck (Austria) to Budapest (Hungary), taking approximately 8 hours: Namely the EN 40467 operated by MÁV-Start.
MÁV-Start is Hungary's national passenger railway operator, running domestic and international trains connecting Hungary with neighboring countries.