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Fixes to mode_compute=5. (1) force univariate steps at every iteration: ...

Marco Ratto requested to merge rattoma:4.4 into 4.4

...improve robustness at the expenses of a bit less efficiency; (2) fix gradient computation for special cases when the value of the parameters get stacked at the prior boundary.

(cherry picked from commit e5854cb2)

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