Most of the contents can be found from E(n) Equivariant Graph Neural Networks

Define Equivariance

Then the Translation, Rotation, Permutation equivariance can be defined as followes:

Define Invariance

Similar to equivariance, invariance meas after a function, the output remains invariance when the input performs translation, rotation or permutation.

PS. the input and output can be features.