On 1/27/15, Ted Sanders via AGI <[email protected]> wrote:
> Neural turing machine I think is something along those lines.
> http://arxiv.org/pdf/1410.5401v2.pdf
> http://www.technologyreview.com/view/532156/googles-secretive-deepmind-startup-unveils-a-neural-turing-machine/
>

These sorts of hybrid neural + discrete-structured efforts have been
around for a long time in my recollection.  Suddenly now it's
"secretive deep mind" and I'm left wondering how this effort is so
vastly different.  I'm no expert on neural networks, though, somebody
fill me in.



>
> On Tue, Jan 27, 2015 at 7:12 AM, YKY (Yan King Yin, 甄景贤) via AGI <
> [email protected]> wrote:
>
>> *The idea:*  make programs continuous and then evolve programs using
>> continuous techniques.  Valiant's recent book "Probably Approximately
>> Correct" has said something about evolving continuous parameters for
>> strong
>> AI.  (It may be more tractable than evolving programs with discrete
>> elements, the kind of programs we have known usually).
>>
>> *In the context of logic-based AI* (such as OpenCog, NARS, and my
>> Genifer) the idea is to make all logic and procedural statements
>> continuous.  The part concerning making logic continuous is via
>> algebraization which I have been looking into, but will discuss
>> elsewhere.
>> The "procedural" aspect can be realized by letting the AGI control a
>> Turing
>> machine (TM) with one or more tapes, and by making such a Turing machine
>> "continuous".
>>
>> As a first step towards continuous TMs, we can start with *finite state
>> machines (FSM)*.  It seems that a continuous version of FSMs corresponds
>> to continuous dynamical systems (aka topological dynamical systems).  I
>> have not looked into the details of this correspondence, but it looks
>> fairly straightforward.
>>
>> *To make TMs continuous* is somewhat more difficult.  One way is to turn
>> the "tape read/write operations" into states of an FSM (in such case the
>> number of states may become infinite).  But I'm not sure if that is a
>> good
>> way to create continuous TMs.
>>
>> Any other idea for continuous TMs?
>>
>> Thanks in advance =)
>> --
>> *YKY*
>> *"The ultimate goal of mathematics is to eliminate any need for
>> intelligent thought"* -- Alfred North Whitehead
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