There has been an ongoing presumption that more "brain" (or computer) means more intelligence. I would like to question that underlying presumption.
That being the case, why don't elephants and other large creatures have really gigantic brains? This seems to be SUCH an obvious evolutionary step. There are all sorts of network-destroying phenomena that rise from complex networks, e.g. phase shift oscillators there circular analysis paths enforce themselves, computational noise is endlessly analyzed, etc. We know that our own brains are just barely stable, as flashing lights throw some people into epileptic attacks, etc. Perhaps network stability is the intelligence limiter? If so, then we aren't going to get anywhere without first fully understanding it. Suppose for a moment that theoretically perfect neurons could work in a brain of limitless size, but their imperfections accumulate (or multiply) to destroy network operation when you get enough of them together. Brains have grown larger because neurons have evolved to become more nearly perfect, without having yet (or ever) reaching perfection. Hence, evolution may have struck a "balance", where less intelligence directly impairs survivability, and greater intelligence impairs network stability, and hence indirectly impairs survivability. If the above is indeed the case, then AGI and related efforts don't stand a snowball's chance in hell of ever outperforming humans, UNTIL the underlying network stability theory is well enough understood to perform perfectly to digital precision. This wouldn't necessarily have to address all aspects of intelligence, but would at minimum have to address large-scale network stability. One possibility is chopping large networks into pieces, e.g. the hemispheres of our own brains. However, like multi-core CPUs, there is work for only so many CPUs/hemispheres. There are some medium-scale network similes in the world, e.g. the power grid. However, there they have high-level central control and lots of crashes, so there may not be much to learn from them. Note in passing that I am working with some non-AGIers on power grid stability issues. While not fully understood, the primary challenge appears (to me) to be that the various control mechanisms (that includes humans in the loop) violate a basic requirement for feedback stability, namely, that the frequency response not drop off faster then 12db/octave at any frequency. Present control systems make binary all-or-nothing decisions that produce astronomical high-frequency components (edges and glitches) related to much lower-frequency phenomena (like overall demand). Other systems then attempt to deal with these edges and glitches, with predictable poor results. Like the stock market crash of May 6, there is a list of dates of major outages and near-outages, where the failures are poorly understood. In some cases, the lights stayed on, but for a few seconds came ever SO close to a widespread outage that dozens of articles were written about them, with apparently no one understanding things even to the basic level that I am explaining here. Hence, a single theoretical insight might guide both power grid development and AGI development. For example, perhaps there is a necessary capability of components in large networks, to be able to custom tailor their frequency response curves to not participate on unstable operation? I wonder, does the very-large-scale network problem even have a prospective solution? Is there any sort of existence proof of this? My underlying thought here is that we may all be working on the wrong problems. Instead of working on the particular analysis methods (AGI) or self-organization theory (NN), perhaps if someone found a solution to large-network stability, then THAT would show everyone the ways to their respective goals. Does anyone here know of a good starting point to understanding large-scale network stability? Any thoughts? Steve ------------------------------------------- agi Archives: https://www.listbox.com/member/archive/303/=now RSS Feed: https://www.listbox.com/member/archive/rss/303/ Modify Your Subscription: https://www.listbox.com/member/?member_id=8660244&id_secret=8660244-6e7fb59c Powered by Listbox: http://www.listbox.com
