yeap .. they usually mean bayesian updating, updating your beliefs via bayes' rule given some prior
hmm i'm not sure about that .. the whole point about bayesian reasoning is that you always account for previous events
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The current state summarises all the information you need to know to go forward. So it's true that the current state could have been influenced by the past events, it is not necessary to know how.
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