jacob_cannell comments on General purpose intelligence: arguing the Orthogonality thesis - Less Wrong

20 Post author: Stuart_Armstrong 15 May 2012 10:23AM

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Comment author: Normal_Anomaly 15 May 2012 07:19:01PM 4 points [-]

try make AIXI maximize paperclips without it also searching for a way to show itself paperclip porn; the problem appears entirely non solvable.

You think it is in principle impossible to make (an implementation of) AIXI that understands the map/territory distinction, and values paperclips in the territory more than paper clips in the map? I may be misunderstanding the nature of AIXI, but as far as I know it's trying to maximize some "reward" number. If you program it so that the reward number is equal to "the number of paperclips in the territory as far as you know" it wouldn't choose to believe there were a lot of paperclips because that wouldn't increase its estimate (by its current belief-generating function) of the number of extant paperclips.

Will someone who's read more on AIXI please tell me if I have it all backward? Thanks.

Comment author: jacob_cannell 16 May 2012 09:23:34AM 0 points [-]

You think it is in principle impossible to make (an implementation of) AIXI that understands the map/territory distinction, and values paperclips in the territory more than paper clips in the map?

Any intelligent agent functioning in the real world is always ever limited to working with maps: internal information constructs which aim to represent/simulate the unknown external world. AIXI's definition (like any good formal mathematical agent definition), formalizes this distinction. AIXI assumes the universe is governed by some computable program, but it does not have direct access to that program, so instead it must create an internal simulation based on its observation history.

AIXI could potentially understand the "map/territory distinction", but it could no more directly value or access objects in the territory than your or I. Just like us, and any other real world agents, AIXI can only work with it's map.

All that being said, humans can build maps which at least attempt to distinguish between objects in the world, simulations of objects in simulated worlds, simulations of worlds in simulated worlds, and so on, and AIXI potentially could build such maps as well.