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IIT 3.0 Central Axioms
From the Phenomenology to the Mechanisms of Consciousness: Integrated Information Theory 3.0
The recent publication of new details for Tononi & Koch’s Integrated Information Theory includes the following central axioms, which are “taken to be immediately evident,”:
- Existence: Consciousness exists – it is an undeniable aspect of reality. Paraphrasing Descartes, “I experience therefore I am”.
- Composition: Consciousness is compositional (structured): each experience consists of multiple aspects in various combinations. Within the same experience, one can see, for example, left and right, red and blue, a triangle and a square, a red triangle on the left, a blue square on the right, and so on.
- Information: Consciousness is informative: each experience differs in its particular way from other possible experiences. Thus, an experience of pure darkness is what it is by differing, in its particular way, from an immense number of other possible experiences. A small subset of these possible experiences includes, for example, all the frames of all possible movies.
- Integration: Consciousness is integrated: each experience is (strongly) irreducible to non-interdependent components. Thus, experiencing the word “SONO” written in the middle of a blank page is irreducible to an experience of the word “SO” at the right border of a half-page, plus an experience of the word “NO” on the left border of another half page – the experience is whole. Similarly, seeing a red triangle is irreducible to seeing a triangle but no red color, plus a red patch but no triangle.
- Exclusion: Consciousness is exclusive: each experience excludes all others – at any given time there is only one experience having its full content, rather than a superposition of multiple partial experiences; each experience has definite borders – certain things can be experienced and others cannot; each experience has a particular spatial and temporal grain – it flows at a particular speed, and it has a certain resolution such that some distinctions are possible and finer or coarser distinctions are not.
In looking at each of them, I can’t help but want to point out that the opposite of each axiom is also true in a sense. Consider:
Existence: Consciousness is a spectrum of qualities which appear to come in and out of existence. Some qualities of consciousness are ‘barely there’ or arguably resist being defined as existing. We can, for example, dream of a book in which there are sentences which appear to be made out of words and letters, but cannot be read. We might remember someone’s face in a way that seems specific, but when we reach for concrete details, we find that they do not ‘exist’.
Composition: Here too, if we look at other kinds of conscious experience, such as the flavor of a wine, it is not clear that there is an objective structure. We will not necessarily agree that there are earthy notes followed by floral notes, etc. The wine can be experienced as a gestalt which, while containing the potential for nuanced composition to be drawn out, does not necessitate any such formal realization in structure. We need not presume only a combination of discrete units, but we can also model a diffraction from top level simplicities downward.
Information: Conscious contents range from being highly informative to highly repetitious without materially altering their significance. Many addictive behaviors rely on the pure pleasure of the experience without any analytical dimension of uniqueness or learning behind them. Information may only pertain to communication and representation of conscious experience, not to the experience itself.
Integration: I agree fundamentally that in one sense, each experience stands on its own, however, in another sense, every experience is associated with ranges of other experiences to different degrees. If anything, it the modulation between qualities of being integrated, informing, composed, etc and their opposite qualities of disintegration, ignorance, decomposition, etc which are implicated in consciousness.
Exclusion: Here I fundamentally disagree. While any given experience can be isolated intellectually, that partitioning appears to me to be superficial. Experience builds on itself, and every waking moment implicitly contains the presence of all past experiences and hints at future possibilities. Experience can be read on many different levels, so that even though exclusion is a large part of the function of the intellect, that aspect of experience itself is floating on a sea of metaphorical, intuitive, and universal influences. Exclusion is easy to assume in a figurative sense, as far as our typical human attention seems to find a quality of focus whenever it focuses on itself, but I think that in a literal sense, exclusion is impossible.
Speculating on Time as Nested Experience
If we compare two sense modalities, such as seeing vs hearing, we can get a hint of what it might mean for spacetime to be orthogonal to experiential time. Think of the primordial nature of time not as a coherent parameter to be measured, but instead we can see the possibility of time as emerging from experience. A temporal sense which is driven by tempo. Fugues of dream-like, non-orientable perceptual gestalts, with sequential qualities emerging from semantic intensities. If this kind of time were a tent, the tent poles would be significant moments – aesthetically saturated occurrences which resonate into re-occurrence through their cosmological nobility.
For human beings, with a relatively huge psychological bandwidth, we we would experience this prototype to spatialized-time as chronologically ambiguous. Call it a mytho-poetic Dreamtime, collective unconscious, or primordial qualia; a condition where characters and their stories are fused together. The hero makes the journey, and the journey makes the hero. Splitting this atavistic tempo into space and time is the mirroring of unseen perspectives. The hero and journey are polarized into subjects and objects. I would imagine on a pre-biological level, this would be more like position and momentum – less metaphor and more semaphore.
Once the primitive experience takes on a divided perspective there would be opportunities for a sense of hierarchy. Simpler, semaphoric ‘times’ and more developed, metaphorical times are residuated within a densely realized middle ‘place’ as repeating cliches or themes. To broker between these experiential threads, an intermediary sense is used to define boundaries and relations in simple, literal terms. Spacetime, or spatialized time serves to reign in a worldly epoch, and segregate it from the quasi-timeless and quasi-spaceless epoch. The division of fact from fantasy recapitulates the division of space and time, object and subject, body and mind. The reality of space, body and mind is, in the absolute sense, the child of pansensitivity or transrealism. In the local sense, that relation is flipped, and the body is presented as the parent of the subjective mind.
With spacetime, the tent of pansensitive experience is normalized on one end, so that even though the ‘tent poles’ of significance and memory remain as defining the contours of the tent on top, all are now evened out on the bottom. The more primitive, ‘physical’ types of experience have lower amplitudes of significance compared to our experiences, so their variations are collapsed into mere statistical anomalies from our perspective. Our view of their physical time is a mechanical average, generic and lacking any tent-pole significance. Reducing experience to a single quantitative dimension of repetition and duration is the ultimate spatialization of time. With all privacy flattened to be available for public inspection, subjectivity is disenchanted and nomenalized. The figurative and the literal switch roles and the heroes journey is reduced to mere coordinates in a phase space.
The mistake we make is to import this bottom-level generic time into our own high-level proprietary frame. In the most ‘objective’, absolute sense, time radiates from experiential significance as memory and foreshadowing. Time circulates within experience like rhyme does through a poem. Substituting that raw animation for the expectation of rigorous clock-time is not a neutral act. It is an assumption about the universe which cascades through the psyche and civilization, improving and automating our exteriors while our interiority languishes in perpetual angst. Liberation from spacetime literalism might help us find a new way of tapping into larger, more intuitive senses of place and time.
How does our brain recognize the difference between real world and hyper realistic animation world? – Quora
(my answer on Quora)
We may not know as much about perception as we think that we do. While we have become comfortable with the scientific explanations of the processing of sensory signals and how to simulate them, there may be much more to it than that. Of course we understand that there is much more to reality than we can perceive, and that our perception can be more easily manipulated than we would have thought possible, but that does not mean that there are not also other ways of knowing and seeing which we are not consciously aware of.
The phenomenon of the Uncanny valley is the statistical ‘valley’ or region of
“negative emotional response towards robots that seem “almost human”.
There is a sense of creepiness which relates to the animation of inanimate bodies. The depiction of zombies or ventriloquist puppets that come to life are part of the horror genre because we have a deep revulsion to something which is not alive but is imbued with agency and the power to move by itself. The concept of the ‘undead’ is a supernatural theme, which is similar to, but not identical to the unnatural quality that we find in computer animation. Compare the following:
Impressive for its time, but to me, these characters look unnatural, eerie, fake, etc. It is an aesthetic shock, along the lines of unexpectedly realizing that someone has a prosthetic limb.
Looking at a claymation analog like Gumby, there is a similar doll-like emptiness, but it seems to be partially compensated by the honesty of the materials. There is concretely real stuff there, it’s not an abstract imitation of material bodies. The contrast of the odd, synthetic quality with the lo-fi childish content comes out quirky and somewhat charming.
Here it can be seen how adding dimension and realism can detract from the character rather than improve it. As a 2-D cartoon, Homer Simpson has no uncanny qualities – it is a direct expression of a genuine cartoon artist. In the 3-D version, there is some of that surprise of confronting an imposter or alien.
There may be no way, in fact, to simulate reality in such a way that all people will be fooled all of the time. I propose that this may not only be true because no simulation can be sophisticated enough, but also because reality may have within it a kind of breadcrumb trail which connects back to the total set of true and real conditions of the universe. We may only be aware of some of that breadcrumb trail at some times, and some people may be more or less tuned into that intuitive capacity than others, but if that is true, then there is no reason to presume that it is emergent from the function of the brain alone.
Just as we use eyeballs to condition our sensitivity to light, to focus and see outside of our brain and into the world, our entire body, may contribute to our consciousness in ways which we do not yet understand. It may go further than that, if we believe the accounts of people who claim to see auras…perhaps there is an electromagnetic or chemo-hormonal sensitivity which extends beyond the skin. The universality of idioms such as ‘gut feeling’, ‘feel it in my bones’, and ‘touched my heart’ may not be entirely fictional, particularly since the gut has a nervous system of its own, and the heart produces its own magnetic field.
Because a cartoon or photograph is only a visual experience, we already are very limited in how many sense modalities we can use to perceive it. While we might argue over whether an AI can pass a Turing Test on the basis of text interaction, few would argue that simulating the physical presence of a live human being in real time and real space, whom you could touch and look in the eyes is something that will be possible any time soon.
Authenticity may be more than the sum of its measurable parts. Authenticity may not be an emergent phenomenon which can be constructed through mass imitation on a sub-threshold level from the bottom up. Instead, authenticity may be a vital and intrinsic property of the whole, which can only be pointed to by a model. The entire assumption that reality can be substituted with total sensory satisfaction, even with perfect technology, may be false. The brain does not have to recognize the difference between the fake and the real, it just has to feel what all of the different senses it uses are feeling and compare them to its expectations, both local expectations, and perhaps non-local or absolute truths.
Is the brain the receiver of mind and consciousness, or their generator?
The receiver model of consciousness need not be taken so literally as to presume that mind is exactly like an electromagnetic broadcast. Arguing for a receiver-like role for the brain does not require that we have a good theory of what is being received and how, only that there are other possibilities for the origin of consciousness besides being somehow generated within the tissue of the brain itself.
In a way, philosophy and science can be understood as the academic extensions of mind and body, respectively. Because this concept directly addresses some of the deepest mysteries in both philosophy and science, we should begin, in my view, from a position of Cartesian skepticism…assume nothing except what we cannot doubt, and proceed from there.
What do we really know about the brain? I think that we should all be able to agree that the brain is something which we see and touch with our body, and with technological extensions of our body. Why make a big deal out of that? Because although we can imagine many things in our mind that are true, the details of our own brain is not one of them. Everyone can see a brain with their eyes, but nobody can correctly imagine precise details of their own neurochemical functioning. By the same token, no brain imaging technology can show things like flavors, emotions, and colors being generated in the brain.
If we take our body’s word for what consciousness is, all that we can see is that the brain is the organ which can cause changes to behavior. If we image our own brain, we can learn that it is the organ through which we cause changes in our body. It is through the activity of the brain that the mind can cause changes in the world. It should be noted that this world is the world that we ordinarily perceive to be outside of our mind, however even the advance of science has not prevented significant portions of the population from continuing to report various sorts of out of body experiences and experiences in which the world is not separated from the self.
In light of these conditions of uncertainty about mind and body, it may be premature to pronounce that 1) it is the body alone which produces mind and 2) the body is produced by something which is not like consciousness. If we dig down into the latter, I think that we find the most important possibility. When we think about the vast undertaking that is entailed in the division of a single zygote into a living human body, complete with central nervous system, brain, immune system, etc, the complexity is arguably far greater than what has been technologically achieved in human history thus far. Within the body, for example, there are countless critical processes which are maintained under dynamically changing conditions. It begs the question – if this fantastic orchestration of physiology can take place without minds or some kind of awareness, then why would the humble hominid develop this elaborate, metaphysical quality of ‘conscious’ experience just to keep up with the daily demands of food foraging and mate selection? What is it that would be so special about a human life that it would be the sole being which is capable of experiencing the universe?
Surely we don’t mean to say that no other animal experiences the universe, and as time goes on, we are finding fewer and fewer ways that human beings are different from other species in an unqualified way. It seems that at best, Homo sapiens recapitulates the features of a lot of different species, and has developed some of those feature to an elaborate degree. If what we see of other creatures is so limited by our own perception, so too might our scientific instruments amplify our limitations as well as our understanding. The more that we study our body, the less we remember that the body is only the exterior of our mind. The more we study other bodies in the world, the more that we define them by their behaviors. Cells and especially molecules and atoms are seen increasingly as mechanistic puppets, behaving according to principles which are also mechanical. What we have failed to see is the role that perceptual relativity plays in how our world is portrayed. We have learned to disregard our own direct view of the universe, trusting instead the view of the universe which is given to us when we look through microscopes and telescopes. The problem with that is that we define the significance of our own subjectivity from a perspective which has been filtered by our subjectivity to negate itself. When we construct this relatively objective worldview, subjectivity is zeroed out by necessity. Our enlightenment has literally blinded us to the ontologically ‘nocturnal’ phenomena in the universe.
In Steve Harris‘ answer, he says ‘You can’t damage a mere receiver to a normal intelligent mind in a way that mimics all common symptoms of dementia.’
A very good point. I agree that the brain is not like a receiver in the sense of being passive. To the contrary, the brain is more like a transceiver, and in my view, it is made of cellular transceivers, and molecular transceivers. The internet is not contained in my computer, but if my local computer is damaged, I might not be able to get into certain websites. That, in turn, might affect my ability to effectively use other online services, and that in turn might affect my desire to continue using the internet at all (and then its lights out).
I propose that actually what we see as molecules, cells, and bodies are more like obstructions or standing waves within a primordial context of perception and participation that is very different from our own. Matter is not a separate substance, but rather a phenomenal presence which is encountered from a particular sensory perspective. Just as we can see different reflections with polarized filters, or a rainbow appears from one vantage point but not another, matter, cells, brains, and bodies are a way of looking at the collective history of our history as an organism from an ‘edge-on’ view, as it were. All that we are and all that we are not are distorted as through a fisheye lens before our eyes and behind them.
Philosophy and science, like mind and brain offer us two perspectives, each of which is unique in some sense and which together make a deeper kind of sense. Both philosophy and science formalize methods of inquiry into nature, but whereas science emerged as a kind of ‘performance enhancing’ philosophy specializing in nature, philosophy itself extends into metaphysics, ethics, politics, mathematics, etc. Following science back to philosophy is like following the brain back to the mind, and the mind itself as the accumulation of discipline and learning on an even more primordial animism of emotion and sensation.
I no longer see any reason to be afraid of a model of the universe in which brains and not minds physically exist, or in which science and not philosophy is allowed to contribute to the progress of human civilization. In light especially of the revelations of people like Einstein, Godel, and Heisenberg, we no longer need to think of the fabric of the universe as body-like. From pioneers like Jung and Leary and Ken Wilber, we no longer need to see the nature of consciousness as only mind-like. The inner universe and the outer universe seem to overlap, to share, and to diverge wildly, however ultimately, to me, it is brain-like structures which seem more plausible to ‘materialize’ within a sensory context than the other way around. There is no likelihood, as far as I can imagine, of unconscious matter to build bodies and brains, but then for brains to suddenly develop a need for something that is not physics to explain itself to itself.
What is the basis of reality: matter or consciousness? Why?
My answer on Quora
I. What is the basis of reality?
A. Is it Matter?
1. Matter is thought to emerge from fundamental physical forces.
a. The strong force, the weak force, electromagnetism, and gravity are considered to be the as-yet-irreducible ingredients of matter. We do not really understand what forces themselves are made of, or could be made of, so they are considered axiomatic. Known forces, fields, and the particle-wave effects which are produced by them can explain all of the scientific observations that we have, or so it would seem.
b. Not included in these physical fundamentals are ideal influences, such as geometry. How does a wave become wavy? Where does waving come from? Why are there geometric shapes when information processing of geometric problems can more easily be solved using binary math? This is a good way of showing that the hard problem of consciousness extends beyond biology and into metaphysics, since a universe which arose purely out of unconscious function would not be indicated by the symptom of being filled with figures and forms that require conscious sense modalities and perspectives to define.
If the universe were blind and intangible, and needs conscious beings to compose it into visible and tangible phenomena, then how can we say that what we think of as reality is composed by matter? Reality, as we have ever known it, is tangible (touchable) substance, with forms that often reveal characteristics of those substances. Certainly human consciousness is not what defines the universe, but how can we say what a universe would be without any definition from any consciousness? If such a ‘reality’ could exist, what would be the difference between that and nothingness, except that it is a nothingness which somehow leads to the birth of consciousness of an experienced reality?
B. Is it Consciousness?
1. What is beneath consciousness is debatable.
a. Some say that consciousness is information processing which is substrate independent. Subjective qualities like color and flavor are emergent from the complexity of arithmetic relations and exist for functional purposes (labeling or compressing data). If we recreate the complex interactions in silico, or even in a large network of pipes and mechanical valves, experiences such as the flavor of pineapple would emerge, just because that is what must happen.
b. Some say that it is the product of neurochemical functions, which could either be a computation which is substrate dependent for an unknown reason, or it could be a non-computational biological product such as digestion. A computer program could simulate digestion, but it can’t digest physically real food.
These both take the modus ponens approach to logic, where a proposition that is the same as something true is also true: Since we can taste pineapple, and we are made of a brain process, anything that performs the same process well enough must yield the same result.
If we take the modus tollens approach to logic, which is equally viable, we would say that since there is no logical justification for the flavor of pineapple to exist in either a computer program or a neurochemical function, and since a computer program or neurochemical function could conceivably be created that matches our brain to an arbitrary degree of precision, then it is false that consciousness can be defined purely in terms of biology and computation.
c. Some say that consciousness is of divine origin, or unexplained, or unexplainable. Others say that consciousness could have no origin. In my view, this makes the most sense, since the idea of an origin does not seem native to mathematics or physics, and originality appears to be a quality within consciousness rather than the other way around. In fact, every quality that we experience seems to emerge from beyond the rational limits of arithmetic or pure functions. In a universe of only material process, the idea of emergent flavors or colors, feelings, etc.seems no more plausible than divine Creation. The deeper that I have looked into the physics of perception, the more it is clear to me that our current models lack a deep understanding of the reality of consciousness, and rather assume a linear, toy model made of black boxes and behaviorism.
C. What is reality?
Typically this question takes a detour into what I consider a philosophical dead end, of trying to prove that illusions are real or reality is an illusion. The fact that we can tell the difference between illusion and reality, or that we can even conceive of a difference suggests to me that reality is category of sensory qualities – enduring sensations which are harder, heavier, more complex and filled with interrelated truths than we could have imagined. The universe that we experience, however, includes much more than that. Besides the qualities of realism, we have surreal fantasies, dreams, fiction, etc. We have fiction intended as fiction, and fiction intended as reality (like money). If we have spun for ourselves a cocoon of ’emergent’ human illusions, we must either acknowledge that such an emergence is either metaphysical, or we must expand our definition of physics to include these private and social phenomena. Looking at it objectively, something like the idea of money is causing more changes on this planet than any function of matter alone.
Isn’t it really a human bias to think that physics only includes what came before humans? If the basis of reality were matter, there seems to be no good argument for why it wouldn’t stay that way. Appealing to ‘complexity’, emergence, and randomness is to me very clearly circular thinking, as it assumes that such things are both physical yet free from the requirement of physical explanation. They indicate instead that the materialistic view has focused on the nature of physical surfaces and functional skeletons…spaces and dimensions composed of purely abstract measurement or purely concrete objects, with nothing in between. Consider that a universe of matter is one which exists from the outside in – a place ‘out there’ which only recently developed a sense of ‘in here’. Without some kind of experience which makes sense, all of the functions of nature become abstractions; un-realities which have no good excuse for ever becoming ‘realized’.
Science, Serendipity, and Synchronicity
It seems to me that at the heart of science is the scientific method, and that the essence of the scientific method is the elimination of chance. Experimental control is designed expressly to isolate the single line of inquiry from all extraneous factors. If science has a ‘soul’, it would be in the delight of illuminating the darkness of superstition and irrationality – to replace fear with knowledge.
The scientist is firm in the knowledge that while ‘everything happens for a reason’, it is almost never for the reason that we might assume. In fact, ‘everything happens for a reason’ is a kind of fault line between science and spirituality. West of that line, there is only one reason that things happen – because natural forces have conspired unintentionally to make them happen. East of that line, there is a different reason that things happen: Because it is the will of God or Spirit. West of the line, the view of the East is superstition and wishful thinking. The Western scientist is repelled by the Eastern mind, seeing grave danger, rightfully, in naive denial of physical fact. The Eastern-facing mind is likewise disenchanted with Western certainties. The belief that all things can be reduced to mechanical function seems cynical and out of touch with the reality of human experience.
Given that science is so focused on eliminating magical thinking, it seems more than ironic that serendipity plays such a prominent role in the history of science. Even if the events are apocryphal, the mythology of science is a heroes journey that often pivots on some fortuitous coincidence which constellates a new discovery. It is not a miraculous gift bestowed upon the hero from grace, but a kind of winking reward from nature, revealing its wonders at last after much hard earned work.
“Many of the things discovered by accident are important in our everyday lives:Teflon, Velcro, nylon, x-rays, penicillin, safety glass, sugar substitutes, and polyethylene and other plastics. And we owe a debt to accident for some of our deepest scientific knowledge, including Newton’s theory of gravitation, the Big Bang theory of Creation, and the discovery of DNA. Even the Rosetta Stone, the Dead Sea Scrolls, and the ruins of Pompeii came to light through chance. ” – source
“Discovery needs luck, invention, intellect – none can do without, the other.” -Johann Wolfgang Goethe
At a deeper level, the message that serendipity communicates is the virtue of curiosity. The hard work of science is the justification for the reward of discovery, but the treasure map which leads to that work is the gift of curiosity. The hero’s journey begins there, and through an alchemical process of purification and futile struggle, the hero is made deserving. The scientific hero’s struggle is even more noble than the mythic hero, since they must eschew supernatural luck and make their own good fortune through commitment to precision, methodical thoroughness, and accuracy. It seems strange then, after all of that, we still find that the role of intuition and surprise are so…curiously…prominent in our storytelling of science. Watching shows like Tyson’s recent Cosmos (and Sagan’s as well), it is really all about serendipity. Most every episode features stories of scientific heroes struggling against fate, only to be fatefully assisted in the end.
For being such a forbidden concept in the scientific method, it appears that fate is still alive and well in the folk psychology of science itself. More than in many other fields, the culture of science seems to have a greater tolerance for whimsical language and Murphy’s Law type skepticism. There is a kind of suppressed romanticism that comes out as eccentricity and non-conformity…symptoms of all that is suppressed by the scientific method, where quirky outliers are discarded.
The twentieth century marked explosive shifts in science. Multiple discoveries in everything from physics, to biology, to psychology, combined in a synchronistic way which exposed synchronicity itself. Special Relativity and quantum mechanics dissolved classical materialism, just as art, music, and politics were radicalized. Now, in the twenty first century, there appears to be a backlash. Physics and information science have resurrected a realism which is structured and non-relativistic. The stunning revelations of Heisenberg’s uncertainty and Godel’s incompleteness are being interpreted now as supporting a worldview forever outside of human understanding, rather than a reality which is deeper and richer than measurement itself. Possibly the next sea change is beginning to swell, and we will see some of the old, new ideas come back to displace the new, old ideas. What will the future of science have to say about this chapter of its development? Will science get over its love hate relationship with its own hunches, luck, and curiosity?
Computer Scientists Induce Schizophrenia in a Neural Network, Causing it to Make Ridiculous Claims
Computer Scientists Induce Schizophrenia in a Neural Network, Causing it to Make Ridiculous Claims
I was asked what I thought of this, so here is my response:
It’s interesting. First you have to get past the hype release layer to the actual study, and the PDF is necessary if you want to be able to tell what really is going on.
In particular, this passage from the U of T press release is absolute garbage, and it is being picked up in every pop-sci reblogging:
“After being re-trained with the elevated learning rate, DISCERN began putting itself at the center of fantastical, delusional stories that incorporated elements from other stories it had been told to recall. In one answer, for instance, DISCERN claimed responsibility for a terrorist bombing.”
Utter bullshit. If you give someone a coin that makes heads “A story about myself” and tails “A story about crime”, then it is not so far fetched to expect that flipping the coin too many times to keep up with would render stories like “Myself committed crime”. Hardly a premeditated decision to accept responsibility for a criminal act. Seriously, OMFG.
What they did do is have schizophrenics and control patients listen to three brief stories and analyze how they retained the information in the stories over time – immediately after they heard them, 45 minutes later, and 7 days later. This was the result of that:
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3105006/table/T3/
It shows that the patients have many more errors of the agent-slotting type and derailed clause type. Agent slotting is confusing subject and object – the story says man gives girl flowers, patient recalls girl giving man flowers. Derailed clauses are the more profoundly confused, word salad type of propositions like ‘I remember the generosity of the flowers…”
The neural network system that they are using (called DISCERN) was given a completely different set of 28 stories, half of which were crime stories and half of which were autobiographical. They broke down the kinds of recall errors into different syntactic-semantic metrics and claim that they got significant results when they tweaked the DISCERN parameters toward ‘hyperlearning’.
I don’t want to crap on the study, because it seems like solid, progressive research, and that can only help people who need it, but I do think that the interpretation exaggerates somewhat. Of course the press release is wildly hyped (did I mention that it’s called DISCERN??) The treatment of the derailed clauses, for example, which to me are really the signature of schizophrenic language, are not really evident to me. They cite outputs like “Tony feared Joe (substituting for Vito) and note that “This confusion occurred again in recalling Story 27:” So they observer that stories can get mixed up when you push the system into hyperlearning…which is not unexpected to me at all, but they do not show any clauses like “Rain feared Tony” etc.
Likewise the attribution of subject object switches to fixed delusion seems like an awfully broad, if not clearly invalid leap. Unfortunately when computer science conspires with psychiatry, what we apparently get is a very superficial view of the psyche as producer of symbolic communication. When we feed a computer a jar of peanut butter and a jar of jelly and it comes up with peanut butter and jelly, that is quite a bit different than the computer announcing that peanut butter is Napoleon. I don’t see any indication here of deep simulation of schizophrenia, but the connection between hyperlearning and some symptoms of schizophrenia are certainly worth pursuing. They may indeed have found part of why schizophrenics say some of the things that they say, but I think that it is a misinterpretation to conclude that this supports the idea that consciousness is defined only by information processing. What it supports is that breaking language down into mathematical relations can yield mathematical understandings of disordered language.
Esoteric Number Sets
I made this sound really opaque, but all it consists of is reorganizing the sets of numbers so that it begins with the simplest number (1) and progresses through variations on the theme of one-ness. These variations would be ratios, i.e. fractions, only I’m conceiving of them as more like the feeling of a specific fraction rather than a definitely named number. The feeling of ‘half’ would precede the concept of 1/2, so that the number 2 would be derived from feeling of “one half and the other”. Ok, it’s becoming opaque again, but what I’m going for here is flipping our view of number sets around so that the continuum of numbers is not taken as a space that is filled up with Platonic object generation, but one of a sense-making awareness subtracting and ratios of itself within itself. In this way, multiplication is really a division of (1), and division is a multiplication of those divisions.

The above diagram is borrowed from Math is Fun.
Natural Numbers
Integers
Rational Numbers
Real Numbers
Imaginary Numbers
Complex Numbers
If we begin from a primordial pansensitivity model, the entire sense of enumeration would be included as an element. That element is shown below as the number 1.
I see the ability to hold multiple numbers against each other in conceptual space as rationality. Rational numbering (Q) is more of a verb, situated between the transcendental sense of unity and the enumerated sense of static multiplicity, represented by the Natural numbers (N).

This effectively turns the number set relations inside out, so that all numbers are seen to diverge from an intuitive simplicity, and progress into nested complexity and abstraction. Negative numbers extend the natural numbers to Integers (Z) through a numberline concept in which 0 is treated as a kind of mirror. Imaginary numbers, Complex, and Reals take advantage of the original rationality (Q) and its nesting, reflecting, elaborations. In this diagram, the number 0 is a Natural number apart from all others, indicating its status as the representation of the complete absence of (1) within (1).
Maxwell and Faraday on Fields
How the magnetic force is transferred through bodies or through space we know not: – whether the result is merely action at a distance, as in the case of gravity; or by some intermediate agency, as in the cases of light. heat, the electric current, and (as I believe) static electric action. –
Michael Faraday, 1851
The electromagnetic field is that part of space which contains and surrounds bodies in electric or magnetic conditions,
“lt appears therefore that in the space surrounding a wire transmitting an electric current a magnet is acted on by forces dependent on the position of the wire and on the strength of the current, The space in ‘which these forces act may therefore be considered as a magnetic field…”
James Clerk Maxwell, 1864
Having both died before the 20th century began, neither of these scientists had the benefit of Relativity or Quantum Theory to point toward a participatory universe. Had they known how profoundly permeable the boundaries of space, time, mass and energy were, and how quantum particles can become entangled at a distance, I imagine that the ether-like concept of the electromagnetic field would be very different.
Faraday and Maxwell were reluctant to hypothesize on what electromagnetic fields were, other than simply regions near magnets or electrified wires in which electromagnetic effects could be encountered. Such encounters, then as now, consist only of changes in the behavior of material objects which we use as instruments. We can imagine that there are particles radiating out in space, but we can’t ever know that is really true, since we have to capture the presumed particles with some kind of material which is more substantial than a vacuum.
We could say ‘if it looks like a particle, and quacks like a particle, then it is probably a particle’, however given Heisenberg’s uncertainty and Bell’s inequality, it is questionable whether it is the target of the experiment or the method of the experiment which is doing the quacking. In the 20th century, I think that we began to glimpse a new frontier of physics which brought us full circle from Newton and Descartes, to find that objectivity itself is no less of a model-making process than subjectivity. What we observe is that just as our own perception fills itself in with seamless continuity, so too does measurement on the microphysical and astrophysical scales defy our expectations of objective realism.
For me, the key could be in the re-thinking the 19th century idea of a field. Forces and fields are purely exterior mechanisms – apparitions which are nothing but ‘that which makes things happen to things’. Turning that inside out, and adding an ‘outside-in’ dynamic, I think we should think of all forces and fields as sensory-motive experiences. Because electromagnetism is a fundamental force of physics, we may not only dealing with physical interactions through space and time, but perhaps rhythms and amplitudes of felt experience through which the relational abstractions of space and time are localized. This is different from saying that the universe is made of energy, or that everything is relative. Instead what I propose is that relation is intrinsically sensible and that every location within the cosmos lies at the inflection point of certainty and uncertainty in which both appear to be winning. It’s not *only* certainty though, not a quantifiable skeleton of logical states, it is the appreciation of sensory experience that leads to certainty. Certainty itself is ultimately just another feeling; another way of measuring our sense of progress.


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