The two recursions use a synchronous coupling: they receive exactly the same fresh inputs. Subtraction cancels the additive term:
The variable is independent of the preceding difference and has expected value . Thus expectation of a product of independent random variables gives
By Markov's inequality, for every ,
This proves the requested convergence in probability; in fact the difference has L1 convergence. It is synchronous contraction of a random affine recursion, and the estimate holds for every real .

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