And we know that such an explanation requires only the components which make up the ANN, and not any conscious or phenomenal properties.

That's an argument against dualism not an argument against qualia. If mind brain identity is true, neural activity is causing reports, and qualia, along with the rest of consciousness are identical to neural activity, so qualia are also causing reports.