Hey, it happens that I follow your profile and found this article. Great job!
Are you familiar with PINNs (Physically Informed Neural Networks)? I think you can take advantage of the physical properties of the reverb phenomena and introduce a "physical-driven" training for your model.
If you are interested, take a look on this: https://github.com/maziarraissi/PINNs