Warm Starting State-Space Models with Automata Learning

William Fishell, Sam Nicholas Kouteili, Mark Santolucito

We prove that Moore machines can be exactly realized as state-space models (SSMs), establishing a formal correspondence between symbolic automata and these continuous machine learn…