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reproducing algorithms

This is a rather general question... how to reproduce algorithms from papers? When the code is not made available, it's hard to reproduce exactly. If available you are working on a different platform (e.g. windows vs linux, 32 vs 64 bit, c vs matlab vs python). Do you try to recode ?