Alexander A

TransLearn: Representing and Comparing Transformer Architectures in a Free Categorical Framework

We define TransLearn, a free category of residual sequential architecture terms generated by a typed primitive signature. Its base doctrine is Cartesian with specified commutative-monoid operations on residual objects, rather than biproducts, so nonlinear Euclidean layers remain...

TransLearn: Representing and Comparing Transformer Architectures in a Free Categorical Framework

We define TransLearn, a free category of residual sequential architecture terms generated by a typed primitive signature. Its base doctrine is Cartesian with specified commutative-monoid operations on residual objects, rather than biproducts, so nonlinear Euclidean layers remain...