I'm sure we'll be seeing many more Mamba papers in the coming months, since it's said to be useful for long-context sequence modelling. This one is suggested to potentially by useful for
- Generating novel protein sequences conditioned on a given set of homologs
- Inpainting specific regions within sequences
- Predicting the fitness of protein variants.
but go read the paper and make up your mind!