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\emph{The idea of conflict-driven clause learning is not to repeat steps that lead to a conflict}. % this is a quote from the lecture notes
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When executing the DPLL algorithm we can maintain a so-called conflict graph. We can use this graph to deduce the variables that lead to the conflict. In Conflict-Driven Clause Learning different SAT solvers apply different techniques to extract new \emph{learned} clauses from this graph.
The learned clauses help the SAT solver from repeating mistakes in different execution branches.
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