An operad Arr supplies a single compositional syntax whose two functorial semantics in polynomial coalgebras recover both gradient-based learning and Hamiltonian-style mechanics on wired systems.
Relational lenses: a language for updatable views
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Compositional Dynamics in Learning and Mechanics
An operad Arr supplies a single compositional syntax whose two functorial semantics in polynomial coalgebras recover both gradient-based learning and Hamiltonian-style mechanics on wired systems.