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2026 1

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SMT-Based Active Learning of Weighted Automata

cs.FL · 2026-05-08 · unverdicted · novelty 7.0

An SMT-based active learning algorithm learns minimal nondeterministic weighted automata over arbitrary semirings, with partial correctness proofs, a sufficient termination condition, and experiments showing smaller models and fewer queries than baselines.

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  • SMT-Based Active Learning of Weighted Automata cs.FL · 2026-05-08 · unverdicted · none · ref 12

    An SMT-based active learning algorithm learns minimal nondeterministic weighted automata over arbitrary semirings, with partial correctness proofs, a sufficient termination condition, and experiments showing smaller models and fewer queries than baselines.