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I don’t get it. You still need to load all kinds of attributes into an online account, which is perfectly centralized, right?

No. Your credentials/attributes are stored (encrypted) on your device.

But the IRMA QR code generator server is decentralized too?

Yes. An IRMA server can be ran by any person or organization that requests and/or provides attributes.