Ben,

Links to both Arthur Franz’s video and slides are on the AGI-19 website here: 
http://agi-conf.org/2019/schedule/ 

—matt

> On Feb 4, 2020, at 5:01 AM, Ben Goertzel <b...@goertzel.org> wrote:
> 
> See also Arthur Franz's work on biasing AIXI (Hutter's
> infinite-resources theoretical totally general AGI) toward our
> physical universe.   He gave a great talk on this at AGI-19 in
> Shenzhen in August, and the video may unfortunately not be online yet,
> but I think he has a PDF paper on this posted somewhere also...  (he
> has an AGI team working out of Kiev...)
> 
> ben
> 
> On Tue, Feb 4, 2020 at 7:24 PM Danko Nikolic <danko.niko...@gmail.com 
> <mailto:danko.niko...@gmail.com>> wrote:
>> 
>> Hi Ben,
>> 
>> Thanks for that information. Let me mull over it.
>> 
>> Danko
>> 
>> On Tue, Feb 4, 2020 at 9:57 AM Ben Goertzel <b...@goertzel.org> wrote:
>>> 
>>> Are you familiar with Marcus Hutter's work on Universal AI?
>>> 
>>> The general message there is: Truly, fully general intelligence is
>>> only feasible with infinite computing power.
>>> 
>>> However, that's not really what matters in our physical universe, let
>>> alone in the human world here on Earth...
>>> 
>>> Eons ago I aimed to formalize a more real-life-oriented variant of
>>> Legg and Hutters formalization of the general intelligence notion,
>>> 
>>> http://agi-conf.org/2010/wp-content/uploads/2009/06/paper_14.pdf
>>> 
>>> The "no free lunch theorem" mathematically connects w/ the statistical
>>> decision theory underlying Hutter's work, it's all essentially the
>>> same story.   In essence, we may not get a free lunch but we can get a
>>> cheaper lunch if we buy it from our relatives.  I.e. yes real-world
>>> general intelligence has to do with biasing somewhat-general
>>> intelligence toward the specific patterns in the actual universe the
>>> intelligence has to deal with.   Deep NNs are a small example of this,
>>> in that their hierarchical structure represents a biasing toward the
>>> hierarchical structuring commonplace in our region of the physical
>>> universe.
>>> 
>>> I tried to formalize the relation btw world/goal structures and
>>> mind-structures here,
>>> 
>>> https://www.semanticscholar.org/paper/A-Mind-World-Correspondence-Principle-Goertzel/ec4ca4401f38ec10d8d3cf40c39af0a4bfe86557
>>> 
>>> How useful this sort of formalization is for actually building AGI is
>>> an open question.   My current AGI research is focused on
>>> formalizations that bridge the math used in practical integrative AGI
>>> systems like OpenCog with the math used in these sorts of abstract
>>> formalizations...
>>> 
>>> -- Ben
>>> 
>>> On Mon, Feb 3, 2020 at 8:44 PM Danko Nikolić <danko.niko...@gmail.com> 
>>> wrote:
>>>> 
>>>> Hi,
>>>> 
>>>> I am curious to learn what the people here think about the idea that the 
>>>> notion of general intelligence contradicts the no-free-lunch-theorem.
>>>> 
>>>> Do you guys agree that a contradiction exists? If so, is that a problem? 
>>>> Would that mean that no form of general intelligence could ever exist?
>>>> 
>>>> Also, does anyone here undertake any explicit efforts to circumvent this 
>>>> contradiction?
>>>> 
>>>> Thanks a lot.
>>>> 
>>>> Danko
>>>> 
>>>> Artificial General Intelligence List / AGI / see discussions + 
>>>> participants + delivery options Permalink
>>> 
>>> 
>>> --
>>> Ben Goertzel, PhD
>>> http://goertzel.org
>>> 
>>> “The only people for me are the mad ones, the ones who are mad to
>>> live, mad to talk, mad to be saved, desirous of everything at the same
>>> time, the ones who never yawn or say a commonplace thing, but burn,
>>> burn, burn like fabulous yellow roman candles exploding like spiders
>>> across the stars.” -- Jack Kerouac
>> 
>> 
>> 
>> --
>> Prof. Dr. Danko Nikolić
>> www.danko-nikolic.com <http://www.danko-nikolic.com/>
>> https://www.linkedin.com/in/danko-nikolic/ 
>> <https://www.linkedin.com/in/danko-nikolic/>
>> Artificial General Intelligence List / AGI / see discussions + participants 
>> + delivery options Permalink
> 
> 
> 
> -- 
> Ben Goertzel, PhD
> http://goertzel.org <http://goertzel.org/>
> 
> “The only people for me are the mad ones, the ones who are mad to
> live, mad to talk, mad to be saved, desirous of everything at the same
> time, the ones who never yawn or say a commonplace thing, but burn,
> burn, burn like fabulous yellow roman candles exploding like spiders
> across the stars.” -- Jack Kerouac
> 
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