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> the transition (sometimes called "neighbor") function is the most important part by far.

And, indeed, in the 0-1 integer linear programming with Lagrangian relaxation I used there is nothing differentiable so should be counted as "gradient free". And the linear programming part and the Lagrangian part do "move" from where are to closer to "where want to be".

A thing is, the bag of tricks, techniques, that work here is large. So, right, should use knowledge of the real problem to pick what tricks to use.



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