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We discussed it with David today and realised we can use rm_step instead of rm_step_plus and it chooses the order randomly enough.
Also, we had to increase the number of iterations to not get nash_conv "alerts". For some of the parameters, I get nash_conv alert even for 5 000 iterations, though (like 3 out of 90 sets of parameters).
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