The past happened, we can’t ignore it. Acknowledging that injustices happened in the past and we have the ability to do something now to try and reverse that is not “living in the past”.
Or help with fighting the climate change? Or helping developing nations to get to our level?
Arguably, both of these are exactly what we mean by “reparations”.