 In particular we find, that the popular min-over-symmetries approach for creating a symmetry aware loss tends not to work well with gradient based optimization, i.e. deep learning.
<fluency>  In particular we find, that the popular min-over-symmetries approach for creating a symmetry aware loss tends not to work well with gradient based optimization, i.e. deep learning.
 In particular we find, that the popular min-over-symmetries approach for creating a symmetry aware loss tends not to work well with gradient-based optimization, i.e. deep learning.