We present a brief review on information processing, computing and inference
via quantum fluctuation, and clarify the relationship between the probabilistic
information processing and theory of quantum spin glasses through the analysis
of the infinite-range model. We also argue several issues to be solved for the
future direction in the research field.Comment: 13 pages, 6 figures, using svjour.cls, to appear in EPJ-Special
Topic