How did you not find an automated kiosk to by a train ticket or pass? Many of these even have the same tap to pay that you are familiar with in Australia.

Since moving back to the states from China 3 years ago, I’ve gone to the ATM twice, and I no longer have to fumble with a phone to align QR codes. To each their own, I guess.