[1]https://hms.harvard.edu/news/how-covid-19-causes-loss-smell
Probably the olfactory loss continues to some degree for a long time. There may be some nerve damage even if the cells that are targeted by the virus aren't nerves. These then will take a long time to heal. Smells and memories of them seem fixed, but at least in mice, appear to be a flexible entity, with successive exposure to a particular smell causing different patterns of brain activity at every new exposure (https://www.theatlantic.com/science/archive/2021/06/the-brai...) "representational drift" is the key word. This particular system is highly regenerative. It can be damaged easily, and it can recover easily. Not to say that anyone should have to get COVID19.
You probably get into this in the preprint. I'll have a read before I prognosticate further!
It would be interesting to look at the gene family in the HPRC.