• First Experiments with Neural cvc5 

      Autor: Piepenbrock J.; Janota M.; Urban J.; Jakubův J.
      (EasyChair Publications, 2024)
      The cvc5 solver is today one of the strongest systems for solving first order problems with theories but also without them. In this work we equip its enumeration-based instan tiation with a neural network that guides the ...
    • Invariant neural architecture for learning term synthesis in instantiation proving 

      Autor: Piepenbrock J.; Urban J.; Korovin K.; Olsak M.; Janota M.
      (Academic Press, 2025)
      The development of strong CDCL-based propositional (SAT) solvers has greatly advanced several areas of automated reasoning (AR). One of the directions in AR is therefore to make use of SAT solvers in expressive formalisms ...