problem scaling and penalty parameters
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aldma commented
Bad scaling can be alleviated by using a vector of penalty parameters, possibly reset a (finite) number of times, and not just once, based on the current objective and cviolation ratio.
However, the update rule should update them all together, yielding stronger theoretical results.