So essentially the AIXI will avoid experiments where it has high prior probability that the punishment could be astronomical (greater than any benefit gained by learning). And, never doing experiments in that area, it cannot update.
If I imagine the same with humans, it seems like both good and bad thing. Good: it would make a human unlikely to experiment with suicide. Bad: it would make a human unlikely to experiment with abandoning religion, or doing any other thing with scary taboo.
Or perhaps an analogy would be running LHC-like experiements which (some people believe) have a tiny chance of destroying the universe. Maybe the chance is extremely small, but if we keep doing more and more extreme experiments, it seems like a question of time until we find something that “works”. On the other hand, this analogy has the weakness that we can make educated guesses about laws of physics by doing things other than potentially universe-destroying experiments, while in the example in article, the AIXI has no other source to learn from.
So essentially the AIXI will avoid experiments where it has high prior probability that the punishment could be astronomical (greater than any benefit gained by learning). And, never doing experiments in that area, it cannot update.
If I imagine the same with humans, it seems like both good and bad thing. Good: it would make a human unlikely to experiment with suicide. Bad: it would make a human unlikely to experiment with abandoning religion, or doing any other thing with scary taboo.
Or perhaps an analogy would be running LHC-like experiements which (some people believe) have a tiny chance of destroying the universe. Maybe the chance is extremely small, but if we keep doing more and more extreme experiments, it seems like a question of time until we find something that “works”. On the other hand, this analogy has the weakness that we can make educated guesses about laws of physics by doing things other than potentially universe-destroying experiments, while in the example in article, the AIXI has no other source to learn from.