Can computers become conscious?: My reply to Roger Penrose
scottaaronson.com
scottaaronson.com
Yet, we interact with people all the time, and at least some of those we consider to be concious. So, by definition the answer to the question is yes. But I think that exploring why that is so, can also shed some light on what we mean by "being concious", how one might demonstrate that something is (or isn't) concious -- and how much of being concious relates to being able to relate to other that we consider to be concious as well.
If we could (and was willing) to raise a child without any human contact, what would such a thing become? Would it really become something we would call human? Concious?
I think that going down this line of questioning, we'll find some ideas about emergent systems, part-whole relations and in general a lot of complexity.
I think it also hard to claim that if we can merge a sperm and egg cell, and create a new concious system, that we couldn't be able to create some artificial (meaning, constructed by us, not "found" in nature) system that develops into being concious.
INMHO, the controversy isn't if an artificial construct can become concious, but what conciousness is, and how we know it's there.
The interesting twist in Enders Game (and other scifi) is that the alien invaders do not understand humans as conscious beings. I see no reason to believe that there aren't beings on earth, animals, who are farther up the spectrum than we. There are some very large brains out there that we do not understand.
The interesting twist in Enders Game (and other scifi) is that the alien invaders do not understand humans as conscious beings. I see no reason to believe that there aren't beings on earth, animals, who are farther up the spectrum than we.
Ahh, that's funny. It's the Blub Paradox [0] all over again! People generally seem to believe that they are special. That they live in a singularly special time in history. That their generation is on the cusp of some indefinable revolution. This bias seems to be extremely pervasive. Another pervasive example is the belief among evangelical Christians that Jesus will return to earth during our lifetime [1].
[0] http://www.paulgraham.com/avg.html
[1] http://www.people-press.org/2010/06/22/section-3-war-terrori...
http://www.dailymail.co.uk/news/article-1331769/Doctors-stun...
A person has left and right hemispheres in their brain. Under some circumstances, losing one of these hemispheres will result in an almost normal functional human being. Imagine, with advances in biology and medicine, one day we can separate one person's brain, and place one half in one body, and the other half in another (artificial body or one whose original owner became brain dead), and both functioning as people. Are they two people, or one?
I think it depends on the observer. Some people would choose to see (one or both cases) as two people, and some would choose to see them as one.
But let us go back into history. The universe started from the big bang, as a big expanding cloud of hot gases. It was one point, and then it became one cloud. Billions of years and lots of things happening later, bits of that cloud grew eyes, legs and started to think for themselves. Are those individual bits of the universe, many individuals, or one universe?
I think, both. It's like asking a network of neurons, are you one, or many?
The universe is a conscious system. It can see itself through many eyes. It sees different parts of itself. It is having many thoughts.
I, a shard of the universe, have replied to you, another shard of the universe, by typing this on yet another shard of the same universe, at the same time as my own neurons are communicating to each other.
Also related to part and whole, and emergent systems, I was thinking about things like ant colonies - and how they might (or might not) relate to big organism that happens to be made out of cells with the same DNA, like us.
Another interesting way of articulating this might be: "The universe splits itself into two parts - an observer and an observed."
Consciousness appears (intuitively, on the surface) to be the thing which creates the possibility of describing consciousness. A description of consciousness must account for itself. A theory of consciousness must be written such that it writes itself.
What I find interesting is that this definition supports awareness and an the existence of an 'I', but doesn't imply any sort of control or direct influence on the unconscious mind for which there seem to be experimental evidence against. Instead the result of this (literal) 'reflection' would be fed back to the unconscious mind as a sensorial input as any other.
Such a reflective process could possibly arise evolutionarily as it is a way to improve the efficiency of the thought processes.
I know absolutely nothing about neural network, but I wonder what would happen if the time series of the internal signals of a NN was fed to another NN and its output back into the first NN. Probably nothing stable at all and training would be 'interesting'.
Another interesting thing is that consciousness would be 'just' a process and not necessary for intelligence to arise. Peter Watts in 'Blindsight' [2] explores this last point in depth.
[1] Unfortunately I can't remember were I read this reference nor I have been able to track it.
[2] An extremely good first contact hard scifi novel, can be read for free from the author website.
Evolution has brought about creatures that are more successful (in regard to survival and reproduction), the more predictive power they have about their environment[1]. One could say, the better a species can simulate it's environment, the more likely it will continue to exist and be part of the ongoing evolution. Our brains are of course also just products of this evolutionary process and meanwhile very good at simulating their environment.
Now if we think about Plato's cave we could say, that all our experience is just an illusion. It's all just a projection of reality, that our brain creates. I'd go a step further and say: Experience or qualia is what the process of simulation of reality feels like. Or to put it in another way: Conciousness is the process of simulation of reality. The "better" the simulation or the more complete and closer to "reality" it is (whatever that means) - the higher the form of conciousness.
Taking this definition one must also concede that even animals and "lower" life forms have some degree of conciousness. It probably feels like something to be a streptococcus.
Of course all this is just blind speculation - but it somehow feels right to me.
[1] https://www.quantamagazine.org/20151119-life-is-information-...
"Consciousness is the process of simulation of reality" is a starting point. The question is asked "How does the simulation work?" Why are we so good at simulating certain kinds of counterfactual scenarios? Why do we consider some to be plausible (e.g. worrying about a friend moving away) while others we disregard as immediately absurd (e.g. worrying about being attacked by pink nerve-gas-farting dragons)?
Like most of his books, it's a great yarn in an interesting world. The ideas he's exploring are rooted in platonism (how can a theoretical mathematical abstraction affect physical systems?), quantum physics, and the nature of consciousness. It takes a while to really get rolling, and when it does it snowballs fast, but I found it to be very enjoyable from the start.
So would you say that a supercomputer in the process of calculating the gyromagnetic ratio of an isolated electron to 12 digits of accuracy is a higher form of consciousness than we are? After all, it is performing a much better simulation of reality than our brains in that case.
By doing so we may check for complex cross connections and gain new insights. Actually I vividly remember waking up from dreams and suddenly realizing that I have a crush on a girl. I didn't really the day before (or was not aware of it) but during dreaming my brain seemed to say "I've checked all information that we have about this specimen and my simulations so far look promising!"
I sometimes also dream of deceased persons. The brain maybe again and again tries to make sense of this deeply unsettling experience and to somehow integrate that unexplainable into the simulation.
(BTW sorry for misspelling consciousness all the time in my post above - it was a little too late here)
I was surprised that this theory is not even mentioned in the article, even though Aaronson has quite some opinion on it.[2]
[1] https://en.wikipedia.org/wiki/Integrated_information_theory
As in it's possible to knock out a dog - rendering it unconscious. But when it wakes back up it's not going to think about the fact that it's a dog (as far as we know).
So what's the name for a dog's normal not-unconscious waking state?
Philosophers who work on these issues tend to separate out individual aspects of conscious experience and discuss them under distinct terms, for clarity and precision.
The main article isn't really following these conventions (most people don't even know about them), but for philosophy:
Consciousness is generally the state of having subjective experiences. Like, you're conscious when you have some personal experience of things.
Sapience is the capacity to act with reflective judgment. This definition is a mess, just bear with me for now.
Self-awareness is, well, awareness of one's self. Introspection.
There are probably others I can't recall right now. All of these are slightly different aspects of a phenomena we experience as humans, and we tend to lump them all together when talking about it, especially when asking if nonhumans can exhibit any of these properties.
I think what we mean when talking about "conscious AI" is probably something more like "sapient AI" (possibly just "self-aware AI?").
A few millenia of discussion about the meaning of sapience summarized here: http://plato.stanford.edu/entries/wisdom/
Being unconscious might imply that the mind is running in a state of little or no consciousness, but it is not defined by that. Assuming a cat or dog has no consciousness, it would still be called 'conscious' in his waking state.
A pattern-matching entity that can match its own patterns.
I might disagree about the intelligence aspect. It seems to me any entity that is at least moderately interesting (has any kind of behavioral complexity) would need some level of intelligence in order to model itself to a respectable degree.
Consider that it's not difficult to make computer programs that introspect. A quine is a trivial example. But since people argue over whether computer programs can be conscious, and it's dead obvious that some computer programs introspect (i.e. operate on their own source code or perform diagnostics on their own state), I think it's clear that people have more than just introspection in mind when they say "consciousness".
If only I understood it! Does anyone else know how to interpret the sentence "in order for you to be unpredictable and unclonable, someone else’s ignorance of your causal antecedents would have to extend all the way back to ignorance about the initial state of the universe"? That and the following couple of paragraphs seem to establish something really interesting, but I haven't been able to follow it.
Which means that even if you know everything that happened between the initial state of the universe and now, you still can't predict that person decision. So you would have to ignore some things about the whole initial state of the universe.
Because the only possible things that can explain you not being able to predict that person are : 1) The decision is completely non causal... Which destroy a lot of things, because a non causal decision having impact would destroy the chain of causality. 2) Or! There is something in the initial state of the universe that you can't know. Hence the person acts are unpredictable but still causal.
Penrose is strange. He once sued a toilet-paper manufacturer for supposedly copying his Penrose non-repeating tiling scheme for the embossing pattern on their toilet paper. He lost.
I think it's just perception, attention, memory, imagination and behavior learning. We have made progress on all these fields, so there is reason for optimism.
To make an analogy with AlphaGo - before the match, everyone was incredulous about it. After the match, we were stunned, but it was real. In just a few months a computer learned to beat the best human at Go. The same will be with reasoning and other high level skills.
> not a feature we would (or even could) effectively develop towards.
We, the people, are made of the same stuff as computers. We have no magic dust in us. There is no reason for consciousness to be unique to our particular way.
So yeah.
Chomsky considers language to be a thing that physically evolved in humans. Are eyes an emergent property?
Eyes on the front are common to nearly all predators. I think the contrast between octopus eyes and human eyes is used frequently to deduce that eyes are indeed emergent.
But we have nothing on the raptors.
Maybe universal grammar isn't a physical fact about the possible ways the human brain can communicate, it's just that if we observe 6,000 variations on an idea with the same[2] origin and try hard enough to sum them up, we'll succeed.
[1] In the original sense.
[2] Or similar origins. Maybe language is a good enough idea to arise multiple times and converge, much like eyes. And I'm not sure whether to count things like Nicaraguan Sign Language as a separate origin of language.
technological analogies for the human brain in history
For the last 30 or 40 years, the brain has been "a computer." Prior to that, it was: (insert latest and greatest technology).I'm sure we're on to something, but I think it best we take it all with a grain of salt.
A violation of the UCTT would be a Big Deal.
Because of this, we now know that previous models of the human brain (as a hydraulic system, as a mechanical system of differential gears, as a weaving machine) are, in fact, also capable of expressing all computable functions (and we can even add Minesweeper and Conway's Game of Life).
I don't think anyone is saying that the brain is directly analogous to a computer (in the sense that it has a CPU and volatile memory or anything) so much as the fact that a computer, sufficiently powerful, could compute the same things that our brain is capable of computing, because of Church-Turing.
Currently the paradigm of our epoch is to look at everything as a computing problem. Before it was hydraulics, then electricity etc. Maybe in 100 years our successors will be dealing with a more complete picture and their children will be laughing at schools that we thought consciousness was related to computing?
I don't think runaway general AIs must be conscious in order to be a danger, but that might depend on specific definitions of consciousness.
This really seem inescapable to me. The remaining arguments all seem like smokescreens. Being able to copy computer programs? Reproducing the running state of even a moderately complex distributed system is effectively impossible, so this argument bothers me not at all.
Even if there is some quantum gravitational aspect of human consciousness, the idea that you'd be able to distinguish between that and a reasonable computational approximation of it seems far-fetched at best.
That said, I feel that we are extremely far away from producing a computer-based consciousness. Even human consciousness needs a couple of years of full-speed processing to reach the point at which it could even vaguely be considered conscious by adult standards. Most likely 5-10 years after we give up on the notion of creating an AI we'll discover that we created one 15 years ago but just haven't yet been able to recognize it as an emergent property of a hugely complex system.
That's a feature of the Xen hypervisor.[1] You can even migrate a process from one machine to another without stopping it.
[1] http://wiki.prgmr.com/mediawiki/index.php/Chapter_9:_Xen_Mig...
It is possible to migrate the state of a distributed system by designing a protocol such that all of the components stop sending information around, so that you can be sure you did not miss anything. But I think that violates the spirit of the phrase "running state", since you essentially stopped the system. It's also not necessarily so that post-migration, the system will act the same.
To be more precise: any "possible outcome" of the snapshot was also possible at some point during the original execution. And likewise, any "impossible outcome" of the snapshot was also ruled out at some point in the original. So if viewed from the outside, the fact that you took and restored a snapshot is indistinguishable from the normal situation of having an asynchronous network. It can't cause the system to exhibit any behaviors that weren't otherwise allowable.
(Apologies if I'm just restating what you already know; other readers may not be aware of it. This might be the same property that you're calling "integrity".)
This is reminiscent of one of Scott Aaronson's comments from the original article. If quantum effects are significant in the brain, then it's impossible -- even in principle -- to "perfectly" copy it such that the original and the copy are guaranteed to behave identically. But if the original and the copy are statistically indistinguishable, it amounts to the same thing.
And even the Xen example is rough; the new copy of the system will be mostly functionally identical, but any reliance on the state of external things (like remote storage or IO or the state of unfair nondeterministic locks) will rapidly cause state to diverge.
Which only begs the question about how high-fidelity a copy has to be to be a "copy", even in the case of a hypothetical consciousness copy, and leads into the even more subtle question of the time evolution of a person and whether the me of now and the me of twenty seconds ago can be said to represent the same singular "consciousness" at all.
Views of distance to the production of "conscious" machines are likely all over the place because there aren't really any clear ideas about what consciousness is and why it's important.
* Is it one state of mind that represents another state of mind? We trivially can construct computers with states which reflect each other.
* Is it being able to act without external control, ie, apparently randomly? Computers can do that better than people right now.
And despite the fogginess and disagreement about what consciousness is, it's highly valued and thought necessary by many people looking into this stuff. If you think about that for a second, it's a reason to be even more skeptical about it.
What's unclear, and some deem impossible, is how we can externally detect consciousness. A machine could act and respond in a manner indistinguishable from humans but still be unconscious.
There are some types of behaviour that could make it clear a machine was conscious from a practical point of view. Say you had a robot teacher and threw something when it's back was turned and you tried to frame a fellow classmate but the robot saw through it and told you not to do that. It would be fairly clear it was conscious of what was going on from a practical point of view. You could of course say it's not real consciousness because it a robot but how do you know a human teacher is conscious beyond such behaviour?
A statement like "They've figured out what we're up to and are thinking how to stop us, though luckily they are not conscious." doesn't really make sense regardless of what the they is.
A useless definition from an empirical perspective.
> What's unclear, and some deem impossible, is how we can externally detect consciousness.
Defined that way, its impossible to objectively verify by definition.
Also Dennett has an excellent rebuttal to the concept of p-zombies (unconscious entities indistinguishable from conscious ones) imo.
The evidence for the conceivability of p-zombies is in your living room, if you have a television. You can see people on it and they behave intelligently. Are they conscious? Of course not, they're just red, green, and blue dots. Maybe we could make this a bit more realistic?
You're now in a very realistic virtual reality. Your character is conscious, because you are. So is the character being played by your friend over there (assuming he's not a p-zombie). But what about the characters next to you? Maybe Doug Lenat and Geoffrey Hinton collaborated and developed an AI as intelligent as a person, and that's what controls them. They can't be conscious, because they're just pixels like the dots on your flat-screen TV, so not conscious in the virtual reality, and they're not conscious in the real world either, because they're just software, which is an epiphenomenon, like wetness or tidiness. The computer which runs the VR, and the AIs, might be conscious but that would be a very different consciousness from yours. Maybe it senses voltage levels at its memory addresses, but it certainly wouldn't see you or the submachine gun you're carrying in the VR.
Maybe we already are in a virtual reality. Nick Bostrom thinks we might be. If it's sufficiently realistic, there might be no way to tell, and no way to tell whether everyone is conscious, or nobody is conscious except you.
I don't see how that constitutes evidence for the conceivability of p-zombies. They're obviously distinguishable from conscious entities with a simple test: ask a TV person a question.
> Maybe Doug Lenat and Geoffrey Hinton collaborated and developed an AI as intelligent as a person, and that's what controls them
How do you know the AI isn't conscious? You're simply asserting that it isn't. For all you know, "AI as intelligent as a person" literally isn't possible without consciousness, which makes your assertion inconceivable.
Which is why the whole p-zombie thought experiment doesn't convince anyone: if you already think consciousness is physical, then p-zombies aren't conceivable and the thought experiment isn't convincing, and if you already think consciousness is not physical, then p-zombies merely assert the same conclusion you already hold and you're "convinced".
Where and how the information processing actually occurs to produce this intelligence doesn't seem relevant. The NPCs are individually either as intelligent as a person, and equally distinct, or they are not. If they are, they may be conscious. You said they are so intelligent, and therefore, you have no idea whether they are or are not conscious.
> It might sense some electrical signals originating from you and your friend's bodysuits, but that isn't going to feel anything like the experience you and your friend are having.
I don't see how that's relevant to whether the game system or NPCs are conscious.
But the AI software/algorithm is exactly what would produce the consciousness, if it were possible to do. So if it runs this algorithm individually for each NPC, then each NPC is conscious. And it clearly must run the algorithm individually because each NPC finds itself in different circumstances, and so must respond differently to its environment, even if they all share the same "personality".
> It doesn't use senses the same way you do.
I still don't see why that's relevant. Sensory inputs are still just inputs. The AI algorithm also has such inputs since each NPC must respond to its environment.
Firstly, NPCs tautologically don't experience the same qualia, but that doesn't mean they don't experience qualia of their own. Like I said, they respond to their environment, which means they have senses of a sort.
> It just behaves as if it does [produce consciousness], like the people on your television screen.
How do you know that? You're merely asserting p-zombies exist, you're not proving it.
In what way can you prove you are "really there" in a way that a simulated entity is not? Fundamentally, your matter could very well be a mathematical construct -- see the Mathematical Universe hypothesis, for instance.
> They also exist in the form of data on the computer running the VR, but data can't be conscious either, as it's entirely passive, like words in a book the computer can read from and write to.
Except they're not, because the NPCs respond intelligently to you and their environment, both of which are always changing, so they aren't anything like passive, unchanging data. No one is claiming that data that isn't changing is conscious, but NPCs don't consist of unchanging data. So they could very well be conscious, and you haven't presented an argument why such intelligent responses would not require consciousness, you've merely been asserting it.
And it's not like you don't state that consciousness can't be a computation, because you've said that the game system as a whole might be conscious. So if we agree to assume for the sake of argument that consciousness is a computation, then it will be a particular kind of computation with a certain property, like how sorting algorithms sort their input.
Which means any algorithm that has this property produces consciousness. Furthermore, personality differences and sensory input from their environment would just be parameters to such an algorithm. And if game AI needs this consciousness property to make believably intelligent characters, which is what we've been discussing, then each of the NPCs will run this algorithm with their own personality and environment configurations, and each of them will be conscious.
The best I can infer about your argument is that these computations don't have access to "real" senses, but this point is entirely irrelevant. All AI senses will reduce to a set of numbers anyway, which means even if the "sensory" inputs we hook them up to are entirely simulated, this makes no difference to the consciousness algorithm. Consciousness would be a logical property, so you can't simultaneously accept that the game system could have consciousness, but the individual NPCs would not.
My consciousness, however, is "really there". It's one of the few things anyone can be sure of.
> And it's not like you don't state that consciousness can't be a computation, because you've said that the game system as a whole might be conscious.
No. I said that the computer controlling the VR could be conscious of something. I should have been more specific about which parts. I meant the CPUs and the GPUs, certainly not the software. Their role in the whole system is the same as the man in the Chinese room. We have his word that he doesn't understand Chinese, but he does experience something. The role of the software is that of the book in the room, with a part of the book where the man can write down intermediate stages in his calculation. Or are you saying that the book is somehow conscious of understanding Chinese simply because there's space in it where the man takes notes?
You didn't answer the question. You can be sure your consciousness exists, and you grant existence to other conscious people no doubt, but you seem certain that AI consciousness is not in a game of AI NPCs that are just as intelligent as humans, yet provide no justification for that.
> Or are you saying that the book is somehow conscious of understanding Chinese simply because there's space in it where the man takes notes?
I'm saying that your attempt to define a "locus" where consciousness resides is futile. A CPU is not a person, even though a person can act like a CPU.
You're effectively asking which line in a sorting algorithm actually does the sorting. All of it does the sorting, and all of the program+scratch memory that produces intelligent behaviour, would produce consciousness as well. The CPU is completely incidental. If you compile your program for a completely different architecture, or take a snapshot and restore it on another computer, the consciousness moves with the program, it does not stay with the CPU on which it was originally running.
I'm assuming that we're in ground reality, but capable of developing realistic virtual realities.
I'm not sure what can give rise to consciousness. I think it most likely that it's related to the ability to collapse quantum states, or in Everett's interpretation, decide which universe to be in.
In that case, since the NPCs are unable to collapse quantum states, they cannot have consciousness although they behave exactly like someone who can.
Alternatively, it might require information processing by real, physical hardware. In that case, CPUs and GPUs can be conscious as well as people, insects, and even thermostats. However, as CPUs and GPUs are processing completely different kinds of information from people, I'd expect them to have completely different qualia.
What you appear to be saying is that NPCs aren't merely conscious but have qualia at least as similar to me as other people have, by virtue of them appearing to behave similarly to people.
And I am saying that as they don't really process any information - they're just instructions and data being processed by computer hardware, that they can't be conscious any more than the characters in a book can be conscious whenever anyone reads the book.
I probably haven't convinced you of anything, but I hope at least I've made my position clear.
function i_am_conscious(x) { return x + Math.random(); }
This function has a subjective experience.To avoid any discussion of consciousness becoming a discussion of the meaning of the word "consciousness" we have to accept that consciousness (like everything else in the real world) is not a boolean property, but rather a subjective "I know it when I see it" sort of thing. Or in Bayesian terms, it's a weighted evaluation of evidence against a vast array of mostly unknown priors.
That's why I think it will sneak up on us; there will be systems that some very small group of people (mostly crazy) think are conscious, then systems that a slightly larger group of people (maybe more crazy, maybe less) think are conscious, until one day You wake up and realize that You are one of the crazy people.
But directed attempts to satisfy some definition of "consciousness" in a system will just result in a counterexample to that definition.
I could go one further and say "I believe the absolute broadest consensus defines consciousness as having a conscious experience." and only say slightly less vague than your statement.
Conscious, subjectivity, awareness in some of their meanings are just synonyms for some internal experience or other. There's a sense that this internal experience reflects things in a unique way, that it's not controlled by outside constrains, that it reflects a person's unique choices not controlled by any fixed pattern or program. But it's just primarily an intuition.
I personally feel fairly clear on that though I may be wrong. It is I think awareness in the central part of the brain that beings in data from other parts and can think about it. For example if you walk across the room you don't normally have conscious awareness of your leg movements because that happens with more simple neural networks but you can focus your consciousness on that if you want to analyse or modify your walk.
There are probably different levels of consciousness as you go from say humans to dogs to mice to flies etc. and it's a bit up to the individual what you call what. Modern AI systems are probably somewhere between flies and dogs. I'll give you that to get to the human level will take a while.
That's the thing. Many people feel clear about their particular explanation of consciousness. These explanations build on some simple intuitions, may resonate as true to others. But often don't agree with the other explanations other people make (or are fairly trivial).
It's fine for vague social consensus but very far from an engineering spec. Yet this consciousness thing seen as being shared between people like Penrose or new agers who give pure vitalist/fluffy-cloud explanations and those who attempt to logically coherent explanation.
It is I think awareness in the central part of the brain that [bring] in data from other parts and can think about it.
- Data that reflects data? Of course computers have that.
[1]http://www.scientificamerican.com/article/automaton-robots-b...
For example, I can take the idea of a narwhal horn and the idea of a horse and mix them together to create a unicorn. My conscious mind took the excerpt of a narwhal horn and strung it together with the excerpt of a horse body. And I didn't just stick the horn on some random part of the horse's body, there was a contextual understanding behind it - a narwhal horn belongs on the forehead, the head of a horse is the thing with eyes and a nose.
Can a computer do that? No way, not presently at least. There's waaayy too much going on in the process of excerptification for a computer to replicate just this one facet of our consciousness.
Excerptification, as you describe it, sounds like a game of analogies. AI is not far from solving this kind of problem, as long as it is expressed symbolically.
Here's a paper discussing one AGI system, implemented in Haskell, that might be appropriate for work with analogy problems that require "imagination" as well as raw "perception":
Claes Strannegård; Rickard von Haugwitz; Johan Wessberg; Balkenius Christian (2013). "A Cognitive Architecture Based on Dual Process Theory" http://gup.ub.gu.se/publication/178583
By backward I meant the images done by the Deep Dreams program. They retrofit (hence the back) 'dog' signals fractally. This is a pretty amazing primitive to me. Trying to recognize 'concepts' even through that much distortion.
You absolutely could with a generative adversarial network and the right training dataset. They can interpolate between images in a semantic way, and add and subtract components of the semantic representation. While it's not narwhals and horses, here's an example of using images of men with and without glasses along with a woman without glasses to generate a woman with glasses: https://raw.githubusercontent.com/Newmu/dcgan_code/master/im...
More results here: https://github.com/Newmu/dcgan_code And note that this field is advancing so rapidly that these results have already been improved on despite being only six months old.
I'd bet a thousands dollars that the underlying principles Deep Dreams uses to infer fractal and continuous images are the same we have in our brains.
That's 100% wrong. It does create abstract representations and it can imagine back. For example, there is this neural net that can do "woman + glasses = woman wearing glasses" on images, without any tags. It can combine concepts and generate new images. There is also another one that can "dream" images of bedrooms. It can even interpolate 10 intermediary bedrooms between any two images, and they look very good.
In 20 years or so, if it turns out that all of the dire predictions were significantly overblown, would you at least have the courtesy to blush in embarrassment for the current alarmism?
And perhaps better computing is why the polar ice caps are only shrinking this fast and not faster. We normally see 30-40 MPG in cars, and that is due to a lot of things, but the one big thing is electronic engine control. That is one in a long list of reasons why it's important to at least see how we can make these things work better.
But the system which the computer is a part of though might create consciousness.
I think a lot of our problems with thinking about consciousness is that we think of it as a thing that exist some specific place rather than as a component in a feedback loop.
What we fundamentally are, are pattern recognizing feedback loops, on top of pattern recognizing feedback loops.
What about DRM? We can copy programs because we make them or we know specifications of the original computer it was meant to be run on or we can guess (because there aren't that many architectures, etc.)
What if a DRM scheme didn't need to run on modern architectures, was written in new programming languages from machine language and up, on entirely new paradigms? Do you think it would be easy to copy? What if it was unethical and illegal to do anything that could stop the program, or break the hardware? Would it even be surprising that we couldn't emulate it?
Even today's DRM schemes have not all been broken, and not all programs can be run on other substrates. The ones that have been reverse engineered is because they're written for architectures that are already known, and there's just specifics that need to be figured out. (Or so is the impression I get from reverse engineering discussions).
Couldn't we have a profoundly efficient, intelligent and organised AI (dangerous or not, i would follow mister Asimov on the fact that we are going back to the Frankenstein complex) that could do all that Singularity thingy without counsciousness?
What if counsciousness was just... something completely different?
Nuh-huh. You can't keep blaming it all on the hardware. Every year there's bigger and bigger computers and more and more people who claim they'll do better next year, when there's bigger computers.
Well, it just ain't gonna happen. Fascinating intelligence that eats our most powerful artificial one for breakfast is all around us, and it runs on as little as five ganglia. Look at insects. They don't even have brains. They may not know calculus, they may be completely incapable of even acquiring the concept of a mathematical operation, but they are autonomous and viable in a harsh, hostile world that the most powerful machines we've built are completely incapable of inhabiting.
If recreating insect-level intelligence artificially was just a matter of computing power, we 'd have done it already: we got more than enough of it. Five ganglia? My calculator is more powerful than that! But we don't have a single machine that can do what the lowliest fruit fly can do: survive on its own, and thrive, in the real world [1].
So- why is human-level intelligence just a matter of more computing power, but insect-level one is not? Is there some kind of secret ingredient? Is there some kind of magic involved? Will some sort of -gasp- singularity occur when the number of gates on a processor reaches a critical mass? Will the machine suddenly acquire a S.O.U.L. [2] when we stuff enough processors in a single casing and plug it in to the mains?
I don't believe in magic and I don't see how this whole thing is supposed to work: "Just add more computing power". And then? What? What is the plan?
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[1] Actually, these things can, for limited periods, but nobody thinks they portend the coming of strong AI: https://www.youtube.com/watch?v=MYGJ9jrbpvg - why not?
[2] Self-Optimising Unbeatable Logic
That's not related to intelligence. That's other components of the fruit fly (reproductive system, etc). AI research is not really focused on creating systems that consume resources to do nothing but reproduce.
Yeah, here's a little paper I had to peruse lately for a uni assignment (on neural networks, of all things):
Bio-Benchmarking of Electronic Nose Sensors [http://journals.plos.org/plosone/article?id=10.1371/journal....]
It's a comparison of a Metal Oxide "electronic nose" and the olfactory receptors of a ...fruit fly. Results: the MOx sensors are nowhere near the fly's antennae in discriminatory power. The insect's neural system seems to be extremely fine-tuned to discriminate between an impossibly broad range of odourants, with overlapping signals in odorant space. The MOx sensors are rubbish at discriminating between the different odours for exactly that reason (that the odours blend with each other and leave you with so much noise). The MOx receptors even get damaged if the odorant signal is too strong. The fruit fly? It doesn't care.
Here's a bit from the paper, that's really enlightening:
We also note that the nature of the fly's broad and overlapping sensor fields would seem to require sophisticated and powerful neural processing for classification of odorant signals. There is anatomical, experimental and computational evidence that the insect does have such a system dedicated to olfaction [22], [23]. In contrast, it is known that the chemosensory system of the nematode Caenorhabditis elegans, has very few interneurons and synapses between sensory and effector units [24], [25]. Given its deficit in neural processing power, we expect that the nematode approaches one-to-one matching between chemoreceptors and odorants, with less reliance on combinatorial processing than the fly. This would imply that nematode chemoreceptors have very tight tuning curves compared with either fly ORs or MOx sensors and may account for the remarkably large number of chemoreceptor genes identified in the C. elegans genome [26]. Whilst replicating the nematode model in an electronic nose may theoretically be feasible, it would present daunting engineering challenges to develop and deploy a very large number of tightly tuned and independent sensors.
So much about "systems that consume resources to do nothing but reproduce".
Oh yeah, AI is too interested in them, yes indeedy-oh. If we could make _one_ measly computer that could find its way around the real world with the purposefulness and accuracy of a mere nematode worm, we would be happy. No, scratch the "we". _I_ would be happy. The mother of AI they'd call me, you know? It'd be Nobel this and Turing award that and oh, here's a honorary readership to add to your collection, ma'am.
I mean you have to be joking, right? We're not interested in reproducing the cognitive abilities of biological systems? That's like, the definition of AI.
Do we have enough information to create a rat? I think so. Is that an A.I.? To be rat-like you have to be able to adopt to new environments, learn new things.
Could we also model in the same way a human baby? Ok, that's perhaps a bit too hard. What if we try to create a model of a mongoloid baby. It would still be considered intelligent, right? Is it an A.I.?
Why does a system need conciousness in order to be able to dominate its environment? To me, clonable robotic rats would be as much of an inconvenience as real rats are.
Can a computer running a file server realize it is only storing pirated movies and stop it it without being explicitly programmed to do so? A conscious computer could.
Can a person from 1975 know your hard drive was full of pirated content? Probably he knows no title from your library, so he could not assume one way or another. It's as if specific "programming" was missing from him, or people from 1975 aren't passing your consciousness test.
It's a question of are there meta-patterns and meta-meta patterns.
I've done things where a minimal set of rules in a filter led to very mildly emergent phenomena in control systems. I didn't tell it what the answers were; I told it how to find the answer ( this is much less impressive than it sounds - think of a filter into basically a running average ) .
I joked that this was AI, but I'm not sure I was really joking because it's a difficult question. In the end, it was just a (perhaps unnecessarily complex) feedback leg. But it worked when nothing else would - but once you find the thing you're looking for, you tend to stop looking.
"Being aware" can be observed externally (by us) from an attempt by the entity to independently influence whatever state the entity was in.
Even if it's true how could you tell?
$DEITY bless Roger Penrose nonetheless.
That said, I believe that consciousness is "supernatural", something like another state of matter of a quantum phenomenon that cannot be manipulated like an Excel spreadsheet.
Look at chickens. Piled on one another, slaughtered at will. We would simply stack conscious computers on one another and then delete them when they are not needed.
I didn't know that there really was a prominent thinker who postulated gravity (and quantum mechanics) as the place where subjective consciousness is hiding.
The reason some people think QM and consciousness are related is that some interpretations of quantum mechanics requires a conscious observer to collapse the wave function and make the final measurement (e.g. by taking a reading from a measuring apparatus, or listening to someone else (who they can't be sure is conscious) telling you the measurement over lunch. I'm not familiar with Penrose's argument re gravity, but so far general relativity has resisted attempts to quantize it, so maybe he's saying that GR and QM must be incorporated into a more general theory yet to be worked out, like electricity and magnetism are incorporated into Maxwell's theory of electromagnetism.
May I ask, where did you get the part about "conscious observer"? Yes, there's a thing in QM about observation collapsing the wave function, and there's disagreement on what that actually means. But I can't imagine that an interpretation promoted by actual physicists would use a squishy term like "conscious" in their hard science.
It's got no explanatory power over other interpretations, obviously. But actual physicists demonstrably used squishy terms like "conscious" when talking about their hard science. Embarrassing, but true.
1: https://en.wikipedia.org/wiki/Von_Neumann%E2%80%93Wigner_int...
At some point a measurement is made, and the only way you can be sure of the result is by consciously experiencing it. And until you ask your colleague, her quantum state is entangled with whatever is being measured, and with the measuring apparatus.
I don't see why it's embarrassing about physicists and other scientists using "squishy" terms about things they know (or even suspect) are there but can't explain. Magnetism was just as squishy a term until it was understood. The only difference is that consciousness seems to be exclusively a first-person experience, but that arguably makes it even more real. (You might be a brain in a vat, in which case everything you sense would be bogus, but your experience of it would still be real.)
Consciousness is the state of being awake, hence able to react normally to sensory stimulation. Computers are nothing but consciousness, unless they're freeing memory.
And how'd you go about verifying that? I know that I'm conscious, but you could be a p-zombie. That means if I poke you with a toothpick, you will scream in agony (responding to stimulus), but that doesn't give me any information about whether or not you are conscious.
If that were the case, why can't I simply design an artificial brain, a cyber brain, and upload myself in 1000 bodies?
What really spoke to me in Aaronson's entire lecture is the whole quantum no-cloning restriction. Bell State can't help you either, because you can't violate causality.
Suppose for a second that you could violate the laws of physics in U', a universe where anything goes. You can even have free energy too, i.e. no increasing entropy. I would still argue that creating uncountably infinite copies of yourself will still yield only the original conscious, while the rest are merely simulations.
FWIW, I don't think "microtubules" is sufficient either, because that's equally hand-wavy and a restatement of ghost in the machine. At least that's how I parse it.
We know:
1. Entropy is always increasing.
2. Life is negative entropy gatherer. (It decreases it's own entropy by increasing the entropy of its surroundings, to live.)
3. If we plot all living organisms by their negative entropy, it corresponds roughly to their awareness. The more negative entropy, the more awareness, the more "conscious".
Hypothesis:
Grandparent commenter said Consciousness is the state of being awake, hence able to react normally to sensory stimulation.
Entropy is information, the more entropy the more information there is to process.
Awareness and consciousness is the ability to process information. The more negative entropy the bigger the ability to process information.
Entropy and consciousness are two sides of the same coin. Consciousness, awareness, is negative entropy.
As another commenter said[1]: "The universe splits itself into two parts - an observer and an observed."
What makes you think you can't, at least in principle?
I don't necessarily agree with the lookup table analogy - sure, consciousness is finite, but it is also a chaotic system. Else, it would be extremely easy to predict every possible set of actions I will make in my entire life. As Aaronson mentions, I don't think you could do that without killing me using something like Laplace's demon.
It's relatively easy to create a simulation of me - that's merely a problem of data. A simulation wouldn't be conscious though, it would be like me, but not me proper.
I think there is some intrinsic property that gives rise to consciousness, as of yet undiscovered. Hard to say though, after all, are we all not information?