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arxiv: 0710.3804 · v2 · submitted 2007-10-19 · 💻 cs.CC · cond-mat.dis-nn

Random subcubes as a toy model for constraint satisfaction problems

classification 💻 cs.CC cond-mat.dis-nn
keywords modelproblemsconstraintrandomsatisfactionstructureaspectsbecomes
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We present an exactly solvable random-subcube model inspired by the structure of hard constraint satisfaction and optimization problems. Our model reproduces the structure of the solution space of the random k-satisfiability and k-coloring problems, and undergoes the same phase transitions as these problems. The comparison becomes quantitative in the large-k limit. Distance properties, as well the x-satisfiability threshold, are studied. The model is also generalized to define a continuous energy landscape useful for studying several aspects of glassy dynamics.

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