As promised, I’ve updated the blogpost with our new Contravariance theory paper regarding linear mapping complexity being at most sufficient for representational alignment between two systems under hard tasks. Putting the links here as well for convenience:
As promised, I’ve updated the blogpost with our new Contravariance theory paper regarding linear mapping complexity being at most sufficient for representational alignment between two systems under hard tasks. Putting the links here as well for convenience:
Paper: https://arxiv.org/abs/2607.08561
Substack series (which goes into more of the conceptual details & intuitions but without all the hairy math!): https://danyamins.substack.com/p/the-theory-of-contravariance-part0