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Paper · arXiv

SemML 2.0: Synthesizing Controllers for LTL

Synthesizing a reactive system from specifications given in linear temporal logic (LTL) is a classical problem, finding its applications in safety-critical systems design. These systems are typically represented using either Mealy machines or AIGER circuits. We present the second version of SemML, which outperforms all state-of-the-art tools for finding either solution. Aside from implementing the classical automata-theoretic approach, our tool utilizes partial exploration and machine-learning guidance for obtaining solutions efficiently, and numerous heuristics and improvements of classic algorithms for extracting small representations of these solutions. We evaluate our tool against the...

AuthorsJan Křetínský, Tobias Meggendorfer, Maximilian Prokop
Primary categorycs.AI
Published27 April 2026
Last updated at source27 April 2026
cs.AIcs.FLcs.LO
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