Sounds like a good analogy. If it can play fetch, it can play
> hide-and-seek. [And exactly the sort of thing that a true AGI must do -
> absolute heart of AGI].
>
> The question, wh. I wouldn't think that complex to answer,  is: how did it
> connect the action/activity of fetch, to the activity of hide-and-seek? (And
> that connection surely has nothing to do, essentially, with probability).
> [My first impression is that that's a graphic/imaginative analogy. It
> certainly would be, I'd argue, if a human or child made it]. Did the
> system/pet draw the analogy itself, without being told?
>
>

-- The way this connection is made in Novamente actually has a lot to do
with probability ;-)

-- There is actually an imagistic aspect, and a non-imagistic aspect

-- The non-imagistic aspect: a bunch of probabilistically-weighted semantic
nodes and links are created related to hide-and-seek (based what the system
observes about the game via watching others play it, and via getting
reinforcement from others about how well it plays it).  These sets of nodes
and links are then compared using probabilistic logic, including inductive
and abductive inference.

-- The imagistic aspect: fetch and hide-and-seek may be enacted in the
system's "internal simulation world" (which at the moment is a pretty simple
2D simulation-world beast, but will become more fully featured later on),
each yielding a set of nodes and links called a "behavior description" which
may then be manipulated using probabilistic logic

(So in a sense there is some visual imagination here -- there's a "mind's
eye" simulation of the world, yet this is directly tied into the declarative
and procedural knowledge stores which are manipulated probabilistically.)

-- yes, the system draws analogies like this itself, without being told

-- according to what I have read, not all humans draw analogies like this
visually and imagistically.  Some do, some don't.  (speaking of reading
material, you should look at Hadamard's book The Psychology of  Mathematical
Invention.  He interviewed a load of brilliant mathematicians about their
cognitive styles and heuristics.  There is a lot of diversity.  A lot of
visual/sensory thinkers, and a lot who aren't.)

-- Ben G

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