A sparse context-state product with constraint automata allows exact belief propagation inference for variable-order Markov generation under regular constraints without expanding to all possible histories.
Weighted Finite-State Transducers in Speech Recognition.Computer Speech & Language, 16(1):69–88
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Exact Regular-Constrained Variable-Order Markov Generation via Sparse Context-State Belief Propagation
A sparse context-state product with constraint automata allows exact belief propagation inference for variable-order Markov generation under regular constraints without expanding to all possible histories.