And yes, Matt Mahoney is trolling me like he commonly does, I've
gotten used to it...  of course I respond to his trolling not for his
own delectation (I don't delude myself that anything I say is going to
influence his perspective significantly) but for others in the
audience who may be interested and with a more open-minded perspective
;) ...

On Thu, Mar 4, 2021 at 2:40 PM Ben Goertzel <[email protected]> wrote:
>
> Thanks John.   I am working now on another paper that makes clearer
> how the Patterns of Cognition material fits into an overall theory and
> practice of general intelligence.
>
> The paragraph you highlight is a critical one, yeah.   Just as the
> hierarchical structures in current deep NNs are only approximately
> what you want for modeling patterns in physical reality -- yet are
> still quite useful -- similarly metagraph folds/unfolds are only
> approximately what you want for modeling abstractions needed for
> practical transfer learning and generalization -- yet are still quite
> useful...   General cognition is just going to be super-slow and
> cumbersome by nature, so practical AGI systems need to involve
> subsystems operating on varying levels of generality, appropriately
> optimized in ways that exploit their limitations...
>
>
> On Thu, Mar 4, 2021 at 2:15 PM John Rose <[email protected]> wrote:
> >
> > Anyone who has worked on large complex software engineering projects, 
> > especially AGI which tops them all knows about redesigns/rewrites. It's a 
> > good sign actually. And it's a form of RSI.
> >
> > The way to grok this paper, the way I approach it is to scan it back and 
> > forth many times then imagine the graphs in your mind, visualize the 
> > hypergraphs, metagraphs, operations, inference, learning, mining, 
> > attention, then folding and then Galois Connections.  I don't fully 
> > comprehend all aspects but I know  Ben has unique perspective on designing 
> > and building these things so I at least make the effort.  Hijacking the 
> > message thread to ask why it ain't it done yet is really being a troll, is 
> > annoying and disrespectful IMO.
> >
> > This here I find interesting, it's a decision based on much experience 
> > apparently:
> >
> > "Because AGI systems necessarily involve dynamic updating of the knowledge 
> > base
> > on which cognitive algorithms are acting, in the course of the cognitive 
> > algorithm’s
> > activity, there is an unavoidable heuristic aspect to the application of 
> > the theory given
> > here to real AGI systems. The equivalence of a recursively defined DDS on a 
> > metagraph
> > to a folding and unfolding process across that metagraph only holds 
> > rigorously if one
> > assumes the metagraph is not changing during the folding - which will not 
> > generally be
> > the case. What needs to happen in practice, I suggest, is that the folding 
> > and unfolding
> > happen and they do change the metagraph, and one then has a complex 
> > self-organizing /
> > self-modifying system that is only moderately well approximated by the 
> > idealized case
> > directly addressed by the theory presented here."
> >
> > There's a tradeoff between fidelity and implementable practicality it 
> > seems. Go for the low hanging fruit.
> >
> > John
> >
> > Artificial General Intelligence List / AGI / see discussions + participants 
> > + delivery options Permalink
>
>
>
> --
> Ben Goertzel, PhD
> http://goertzel.org
>
> “He not busy being born is busy dying" -- Bob Dylan



-- 
Ben Goertzel, PhD
http://goertzel.org

“He not busy being born is busy dying" -- Bob Dylan

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