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by shoo 22 days ago
The paper could be improved by including a strong classical non-Ising-machine solution approach as one of the methods benchmarked against.

E.g. take the same 8-core Ryzen machine they use to implement their simulated Ising Machine HbSB method & use it to run a standard classical solver as would be done industrially to tackle these kinds of problems outside of academia - perhaps an industrial grade commercial MIP solver (Gurobi) for those problem classes that are known to have reasonable MIP formulations, or a good constraint solver for Sudoku, etc.

Depending on how hard the specific test problem instances are, perhaps a commercial MIP solver would be able to solve some of these problems optimally & instantly using its black box of presolve witchcraft tricks.

1 comments

I’ve been working with MIP solvers a lot at work recently, and the depth of black magic is so deep it’s hard to comprehend. Even after the presolve there are so many tradeoffs and structures to exploit it’s hard to understand the whole system