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> The 21st century is in dire need of a Turing test for consciousness. AI is learning how to drive cars, diagnose lung cancer, and write its own computer programs. Intelligent conversation may be only a decade or two away, and future super-AI will not live in a vacuum.

Eh, all of this is kind of irrelevant for our current state of technology or for what we can reasonably expect in the next decade or two. You don't see many computer scientists making these arguments and it's for a good reason. This line of thinking usually comes from other fields (the author of the article is a neuroscientist) because they tend to vastly overestimate the similarities between humans and computers.

Also I guess if human like awareness arises in AI it's probably going to be as a result of someone deliberately building it in which case they'll quite aware of what it's doing and trying to fix the bugs.
Why do you think that?

The only known case of human-like awareness ever arising occurred naturally as (presumably) an emergent phenomenon of an intelligent system.

Because if it happens soon, it will probably not be because someone spent 3.4 billion years tinkering on it.
I guess I have a different belief about human-like awareness. I think it's been kind of designed by evolution for functional reasons. It's been built out of networks of neurons arranged in elaborate ways and we've done a reasonable job of providing function equivalence to real neurons using artificial neural networks in the simpler bits of the brain that we kind of understand like the retina. I think as time goes by researchers will plug artificial neural networks together in a human like manner and get something closer to human awareness.

If you think about some of the odder aspects of qualia - how the experience of the colour red is different from green for example, quite a lot comes from red being hooked up to the fainting mechanism - drop the blood pressure at the sight of blood to stop it gushing out - and similar - sexual stuff, anger etc. Basically wired up by evolution for functional reasons.

> https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2776484/#__sec9...

Human have 86,000M and rats have 200M cortex neurons (x430)

> https://chatbotslife.com/is-gpt-3-the-adam-of-natural-langua...

"... the human brain has about 60 trillion parameters or about 300x more parameters than GPT-3"

We are approaching a rat brain processing power so consciousness should really be discussed ...

I would wait until you can discuss it with the AI.
Yes, but this is bullshit.

An atom has a few dozen parameters. Computers do not model the atoms of the brain, of which there would then need to be 10^many parameters.

This is only relevant because of the bullshit identification of really-existing neurones with a set of model paraterms that do not model them. It doesnt matter how many I have.

I can have a model of my sofa with a trillion parameters, that doesn't mean my PC will be comfortable to sit on.

For a system X to emulate a system Y, ie., participate causally in the relevant ways, it must be relevantly similar. Counting parameters here is meaningless.

What effects do the atom (or any underlying part) contribute to consciousness that parameters don't?

If are you making a statement about a sensor precision, like eyesight or skin touch, it does affect consciousness but not negate it.

My point is that a system X perfectly emulates a system Y if all of its parts are identical, that is, if Y has all the basic atoms of X in the same arrangement.

Anything short of that has to be saying that X is "like" Y in some relevant way. And here this has nothing to do with parameter count, complexity, or anything of this kind.

Here "X" has to be behaviourally similar to "Y".

Animal intelligence is essentially entirely concerned with managing animal bodies and their relationship to the environment; and secondarily, the environment. To do this requires a body (etc.).

No mathematical model over a dataset can emulate animal intelligence, because a mathematical model has no behaviour. A mathematical model can describe an animal, but a description is not an emulation: the formula E=MC^2 isnt a nuclear explosion.

A digital silicon machine instantiates a mathematical formula with an osciliating electric field. There is nothing about this electrical osciliation which behaves anything like animal intelligence.

> A digital silicon machine instantiates a mathematical formula with an oscillating electric field

Exactly! That is exactly what is done by a neuron, the brain building block. So I hope you can see why I think an AI can be close enough to simulate the brain, as we still not know the exact border of intelligence (and thus we may be closer than we think).

That isn't "exactly what is done by a neurone". It has nothing to do with it.
Sure, but if the simulation is starting to walk like a duck and talk like a duck, this argument runs out of gas very quickly.
The argument motivates why this alleged duck isn't walking and talking like a duck.

For sure, if it does, then it isn't relevant.

The "duck" here is a person, and "walking and talking" are literal. Where is the machine that participates in my environment, with me, imagines/believes/advices/speculates/cares about what I am doing? (And so on).

There is no such machine.

The "quacking" we have isn't the quacking of a duck. It's a stupid buzzer that has been mashed too many times and a foolish audience who has never thought much about the sound of a duck.

Parameters in artificial networks and biological networks are indeed very loosely related.

But we can bound computing power of any physical system if that system is doing computation that erases information due to the second law of thermodynamics. Erasure of useful information must increase entropy.

The Landauer limit [0] suggests that a brain consuming 20W at 36C can carry out no more than ~1e22 irreversible operations per second (20W / (309.2K * Boltzmann constant * ln(2))).

That bounds brains at ~1e21 FLOP/s (~10 bits erased per FLOP). The best supercomputer right now does ~4e17 FLOP/s.

That's log2(1e21 / 4e17) ~11 doublings of computing power until supercomputers will be faster than thermodynamic maximum of FLOPS power of brains.

Assuming we keep up the doubling time below 3 years, we will have supercomputers faster than a human brain in 3 * 11 ~ 33 years.

[0] https://en.wikipedia.org/wiki/Landauer%27s_principle

> You don't see many computer scientists making these arguments and it's for a good reason.

This is silly and ridiculously judgmental - the primary reason computer scientists don’t usually make these arguments is the same reason that computer scientists don’t usually research the physics of transistors or supply chain issues in rare earth metals: computing is a complex cross-disciplinary undertaking and computer scientists have a specific job within that. It makes sense that questions about consciousness and the ethics of a potential future AI aren’t being addressed by people working on a tangible present AI.

The author’s point is that by (say) 2050 we will likely see AI asking unsettlingly “intelligent” questions and that it’s not premature to begin considering what signifies an AI as being an independent being that you can’t ethically “kill” by unplugging. Suggesting that the author is too stupid to understand the difference between brains and computers is unnecessarily insulting and a classic ad hominem. Their argument is quite legitimate.

> This is silly and ridiculously judgmental

No it really is not. Just watching this panel/Q&A at the 'Future of Life Institute', with Elon Musk and others answering the question "is some form of super-intelligence possible?", creeps me out (Musk comes out the most sane): https://www.youtube.com/watch?v=h0962biiZa4

> The author’s point is that by (say) 2050 we will likely see AI asking unsettlingly “intelligent” questions

More unsettling than the questions of a young child? What unsettling questions could it ask according to you? I just do not see what you're getting at, at all.

The question that arises when I read comments like yours is: are some humans so alienated from themselves and others that they believe machines will be able to invent and do science better than humans can? I just don't see the use cases.

Really, can someone please explain to me what the point is in spending ludicrous amounts of scarce natural resources and time into this notion of creating a human-like AI, when we have so many other challenges we are facing: environmental pollution and poisoning, financialization of housing, e-waste and right-to-repair (should really be called 'right-to-poison' since companies today are basically legally allowed to pollute [1]), and privatized science and technology (Sci-Hub)?

If we do want to build a human-like AI, shouldn't we first try to create a system where all humans have equal and free access to the sum total of all inherited knowledge? There is so much gatekeeping going on today, and I would like us to talk about it more: education providers charge students hundreds of thousands of dollars each, we have property systems that allow scientific inventions (which are tax-payer funded) to be commoditized and then 'owned' and traded by one company - making scarce some knowledge [2], which, thanks to digital technology, doesn't have be scarce at all. Perpetuating this system is my definition of insanity.

edit: Sometimes I wonder: is this desire to create an AI is just an attempt to escape the grief these people feel from not finding enough connection with other humans in their lives? Capitalist realism [3] [4]. Is it therefore a desire to fulfil an unmet need for belonging? Have they been getting lost inside digital worlds and interfaces, and have they come to desire this digital substitute, over human connection, because it gives them more control over their lives? Control we don’t have when we are constantly in a stressful and toxic social/work environment?

It doesn’t help that AI is also often portrayed in a romantic light (Joaquin Phoenix and the movie ‘Her’, but also many Hollywood blockbuster sci-fi flicks. I can’t help but this is a place where life really is imitating art?

[1] https://www.youtube.com/watch?v=mleQVO1Vd1I

[2] https://time.com/4089171/mariana-mazzucato/

[3] http://theoccupiedtimes.org/?p=12841

[4] https://www.theguardian.com/commentisfree/2012/jul/16/mental...

What would computer scientists know about consciousness?
Judging by the usual debates on consciousness, whatever the state of the AI there will be a big split on which definition of conscious it does or does not meet.
My vote is "when it says so". I can't really prove it's not.
GPT-3 already says so. You can't "prove it" either way. Such is the nature of consciousness. Good luck using that metric.
Who needs GPT-3?

    printf("I'm conscious!\n");
There, it says so.
Holy shit, did I just witness the birth of Skynet on HN?
`printf` for a literal, seriously?

OK... The compiler will do your job for you, drop the \n and use a puts instead, but, still, it'll be very disappointed with you.

That's how I test the compiler's level of consciousness. Does it just blindly apply some predefined optimisations like an automaton, or does it enter into a meaningful discussion with me to determine my real intent here, and the best way to fulfil it?

    def main():
      print("I am conscious")
I dont think there's that much real debate except for the artificial debate caused by AI research grant proposals and journalists.

That is, it seems pretty clear whether we are with another being in a shared environment doing things together in ways that another being has, like me, a dynamic access to the environment and an ability to communicate it.

If I am walking along with another being, some road, and I ask it: what it thinks of the day; what it thinks about what i'm waring; what it imagines the weather will be like; what it imagines will happen if we keep walking on the road... what it wants out of the day, of life; what advice it has for me...

And if it answers, and its answers "share the world with me" as others do; ie., if I can converse with it about where we all are, and what problems we have, and what we can do about them... then these debates are essentially settled.

It doesnt matter "what else" it has. The being cares, imagines, acts, reasonings, believes, and so on.

The game AI-fantatics here play is to redefine intelligence, consciousness, and the like away from this reality of what we mean and what we want. They do this because machines cannot do this, so they define it to be "whatever they can do". This impoverishes our abilities greatly, reducing "speech" to merely "text generation", as if being in the world were incidental.

No machine has ever participated in the world with us, as we participate in it. Nor has any AI research, in any computer science department, actually offered a programme to do that. It's all just "building a better mouse trap".

How do we know anything is conscious but ourselves?
Equally, how do we know anything is not conscious?
How do I know that even I am conscious? Tautological or non-falsifiable "proofs" do not count. Serious question. I do not think that before this can be answered, there is absolutely no way to answer whether an AI is conscious.
Isn't AI just a statistical model which 'predicts' the most likely outcome based of the input? So something like GPT just chooses the most likely word to be next, and therefore it isn't really smart and can't actually 'understand' what it writes about. A consciousness is unpredictable and I doubt it can actually be modeled on a computer. Although it depends on how you define consciousness.
> therefore it isn't really smart and can't actually 'understand' what it writes about.

The crux is that you cannot determine a mechanism to distinguish between this "Chinese room" and someone who actually 'understands'. Therefore, is there a meaningful difference?

Isn't AI just a statistical model which 'predicts' the most likely outcome based of the input?

Maybe we're like this too.

A consciousness is unpredictable and I doubt it can actually be modeled on a computer.

Complex, most likely. Unpredictable? I think not.

This is why the field doesn't use the term AI.

Things like RNNs and Transformers that include a temporally linked concept of attention based on input could be said to be "reacting" more than traditional "predicting" architectures.

> A consciousness is unpredictable and I doubt it can actually be modeled on a computer.

Just FYI, in quantum computing the Church-Turing-Deutsch principle states that any physical process can be simulated by a computer[1]. So assuming the principle is true (computers can certainly simulate all known physics, in principle), and assuming consciousness is a physical process (however you define it!), computers can simulate consciousness.

Many secular people seem to apply a mystic woo-woo to consciousness, but aren’t willing to take the leap that consciousness is actually metaphysical. I personally don’t think it’s metaphysical, just poorly understood philosophically and basically unexplored scientifically. If you do think it’s metaphysical then I don’t know how to persuade you otherwise. The philosophy here really is shaky! But the known science states that computers can simulate consciousness.

[1] https://en.wikipedia.org/wiki/Church–Turing–Deutsch_principl...

It's not really unexplored. See Chris Koch.
Isn't this assuming that quantum computers become a reality? The last I heard, nobody could prove conclusively whether their putative quantum computer was actually using quantum effects.

To me this argument is like saying, "Science shows that cold fusion could certainly provide the energy needed for an antigravity machine".

I'm not qualified to say whether that middle inductive step with this Church-Turing-Deutsch principle really holds or not, but I do know that neither quantum computing nor consciousness are well-understood, rigorously defined things.

No, it actually has nothing to do with quantum computing specifically, it applies for classical tape-based Turing machines (or an x86 with unbounded time and memory). It basically says “anything physical is computable.”
Not according to that wikipedia link:

> He observed that classical physics, which makes use of the concept of real numbers, cannot be simulated by a Turing machine, which can only represent computable reals. Deutsch proposed that quantum computers may actually obey the CTD principle, assuming that the laws of quantum physics can completely describe every physical process.

Deutsch was mistaken, at least on that specific issue of the uncomputable reals being a fundamental limitation on Turing machines doing physics: https://michaelnielsen.org/blog/interesting-problems-the-chu... It’s also incidental to the overall discussion, Deutsch was simply postulating about a limitation in Turing machines (in the same way that deterministic finite automata are fundamentally limited in the class of problems they can solve).

I don’t necessarily feel like arguing further about this tiny issue, or a distraction about your misconceptions regarding quantum computing[1]; this problem has been widely discussed since Deutsch and there are plenty of sources out there. The point is that it takes a huge cognitive leap to suggest that consciousness is either fundamentally spiritual, or part of a (hypothetical) class of physics problems that can’t be solved by a computer.

[1] Quantum computers are real. You are confused by news stories about private companies with outlandish claims of powerful quantum computers. In physics laboratories, small quantum computers have existed for a few decades. Typically they are too small to do anything useful (I saw one in person that could factor any positive integer... if it was less than 15).

It's important to note that you don't need to be able to simulate "consciousness" (raw feels, philosophically contentious, who knows what it's made of) to get "intelligence" (by which I mean powerful optimizing behaviour in a wide variety of environments).

It may or may not be the case that anything intelligent enough necessarily becomes conscious anyway, but there's no way that intrinsic difficulties with simulating "consciousness" could block us from getting intelligent behaviour.

I believe you are correct about the current implementation of AIs as they try to minimize a loss function or maximize a reward. I also agree that the definition of consciousness is very subjective.

In my opinion, what's missing for conscious AI is a way to model causality. If we ever achieve that it's just a matter of computational resources since an AI can seep through the cause and effect chain (graph maybe) until it finds what needs to be done to obtain a wanted outcome. That is critical thinking and which I strongly associate with consciousness and/or intelligence.

This is one of those cases where the word "just" is doing a whole lot of work. You can't "just" away the fact that predicting outcomes is one of the primary functions of intelligence.

If you had a language model that really could perfectly predict what you were going to say next, it would have to have a complete working predictive model of you and your reasoning.

if it can decide what to do.
> if Google’s DeepMind develops an AI that starts asking, say, why the color red feels like red and not something else, there are only a few possible explanations. Perhaps it heard the question from someone else.

Oh no! I didn’t start asking those questions until I heard other people ask them!

Am I conscious?

Other mammals don't ask those questions but they give the impression that they're conscious.
I wonder if computers already have a kind of "consciousness", but completely irrelevant to us since it is not a sentient being at all, unlike animals of varying level of intelligence.
I'm not even convinced that all people are conscious. That needs to be solved first
Competitive mate selection makes this a mostly solved problem.
I have to admit that occasionally I do think that the most plausible explanation on what I see around me is the simulation hypothesis, us being a educational simulation in some other dimension. And some of us are just preliminary AI school exercises graded F.
Take a piece of paper and write the words "I FEEL SAD" on that piece of paper. Now look at it. Do you believe that this piece of paper is feeling sad now?

In the same way an algorithm can never ever gain consciousness. Just because you manage to make the words on that "piece of paper" change quickly over time doesn't change anything.

On the other hand:

- write some code that will divert all it's energy and capabilities away from whatever it is currently doing if it senses it might get deleted or turned off

- bam: you got pain and agony

I think emotions are quite primitive in its core and there is not a high bar to have them in their most simple forms.

But we really, really don't want to give robots survival instincts..

Maybe pain in a very limited sense.

There actually has been work on AGI emotions. Search "Want NARS emotional".

We cannot currently know if a computer is aware or its just sufficiently sophisticated to act like its aware.

However if you claim that algorithm can never ever gain consciousness, that would mean we are not conscious either, and we have just an illusion of choice and decisions.

no, it would just mean that we are not an algorithm.
that is very human centric view. Similar to earth being centre of universe.

Unless you believe in some kind of magic mechanism that gives consciousness, we are nothing more than a wetware algorithm.

I've tried to have this type of conversation many times with many people over the past few years. I've found that not only are they resistive to this sort of take, but it frequently makes people angry if you try to take this position in the argument. And this is even with people who I can debate politics with for hours without it devolving into a shouting match.

I'm not sure what it is about the idea that triggers this reaction, but it's always very exciting for me when I find other people who are having the same lines of thought on these matters as I am.

We're just extremely complex machines, and IMO that means free-will is just an illusion. If we're deterministic machines, there is no free will.

It's not because our brains thought up the concept of algorithm that reality must conform to the idea of an algorithm. The only scientific hint that we get on this mater we get from quantum mechanics which says that the universe isn't deterministic at all.
Your view is actually very human centric. Just because an algorithm is all you know, doesn't mean the universe behaves like an algorithm, or consciousness, for that matter.
> In the same way an algorithm can never ever gain consciousness

Not if consciousness turns out to be computable. In that case a brainfuck program could in theory produce conscious experience.

is a person sad, or is a person just lacking dopamine?

if we can make person happy with chemicals (and it's pretty well established that we can) what's the difference between happiness from consciousness and happiness from chemicals? the location of the producing glands?

so if we add "happiness" glands to the machine and train the machine to maximize it's production, is it conscious now?

Take a piece of meat (mostly water in a bag actually) an look how it writes the words "I FEEL SAD" on piece of paper. Now look at it. Do you believe that this piece of organic molecules is feeling sad now?

In the same way an algorithm can never ever gain consciousness, organic molecules floating around in a sack can never be conscious.

An algorithm is a mathematical construct that exists in reality. But that does not mean that reality itself is an algorithm, or can be modeled/predicted by an algorithm. I strongly suspect that it cannot. Therefor it is possible that reality (or that little subset of reality called a human body) has properties like "consciousness" that an algorithm cannot do.
Maybe you not making the argument you think you are making? If organic molecules floating around in a sack can never be conscious then we must be more than organic molecules floating around in a sack, because it is a fact that we are conscious.
Agreed.

Is it reasonable to say silicon can't have that "more than" just like organic molecules. I can't see why computers can't have that magic as well.

> Do you believe that this piece of paper is feeling sad now?

sometimes, yeah. imagine a little kid getting bummed out because their notebook is sad.

it happens, and this isn't as abstruse a counter-example as might be initially hoped.

We are basically an algorithm. In fact we are an 'information' algorithm on top of an instance of a genetic algorithm. AI is the same, an 'information' algorithm on top of an instance of a hardware algorithm.

The selection process that makes up the rules of the outer algorithm and start position of the inner can be said to be different but this is semantics.

So if you are right and an algorithm can never ever gain 'consciousness' as we define it, then we are not conscious.

Wait. If we are an algorithm, then it is repeatable, yes? Suppose we have something like a StarTrek food generator, but for us, brain, wetware, everything that occupies physical space, and then apply the algorithm. Are you sure that will duplicate yourself? Your memories, how you walk, your predilection to turn left, and reach for something yellow? (all made-up examples, of course). That a stroke can alter personalities and choices, or put memories out of reach, all in the same body, makes me think that there is something more than an algorithm that ties the whole together, I don't know if it's consciousness, but I lack a better word.
*My choices and everything i will do in my life is either Newtonian, and so was decided long before i was born. Or random and so not within my control. -The only issue we have with this statement is the definition of 'my' becomes difficult to pin down.

So of-course, replicate my cells and their states and you replicate 'me', in every sense of the word. In fact since none of the atoms in my body were there 20 years ago i have replicated myself, a few times in my life.

An algorithm with changing perimeters produces different results, a stroke just changes the parameters like any other event, the information in the brain is the result of the algorithm and the iterative basis of the algorithm moving forward in time.. that is what intelligence is, artificial or natural (which itself is semantics).

I recall reading the science fiction book "Quantum Night" by Robert J. Sawyer which touches on philosophical zombies. Not a spoiler: in the book a mechanism of the plot is that folks can be conscious with emotions, or a sociopath, or a philosophical zombie; science fiction magic allows the population to cycle-switch between these three states.
If we build general purpose human-like robots with the intention of them following our orders, they had better not be human-like in all respects. Because if they are, then ordering them around like slaves won't be ethical, and regardless we won't be able to control them because they will (after a few version releases) be smarter than us.

I think it's fine to emulate some aspects of humans though. For example, a realistic (but "zombie") robot that is trained with human eye movements so that it seems more lifelike, and at the same time has very good computer vision and natural language understanding for a limited domain. Seems fine to me.

But don't give them human-like open-ended goals, reproductive or survival drives, etc.

A relevant post from Slate Star Codex [1] is an interesting add to this discussion: it's not trivial (or impossible) to recognize if you are missing some kind of experience.

Like the example in the article of not realizing that you have anosmia (lack of sense of smell) if you've had it since birth. You might not realize something's missing, because you have no baseline for comparison!

With sense of smell, you can develop tests, because it's something otherwise (objectively) observable. But what about something that can't be measured objectively? How can you know about others whether they only simulate experiencing something, if you can't even tell it about yourself?

[1] https://slatestarcodex.com/2017/11/07/concept-shaped-holes-c...

if you have a bot with a simple model that keeps an internal state of happiness and uses machine learning to determine sentiment, update its model, and generate a response, ie the nicer you are to it the nicer it will be, would that be conscious?

I would say yes because there are degrees of consciousness

Few people get how extremely symbiotic the artificial life will be with humans in the beginning. The borders will be unnoticeable for quite some time.

Think of a complex of silicon foundries, design teams, datacenters. If that complex is able to produce a new complex, as capable as its parent, it counts as a living organism in my book.

It doesn't matter the humans are prominently in the loop, "controlling" it. They are contributing, just as bacteria in my intestines are contributing.

It doesn't matter there is (initially) no true AGI inside and in fact most of the strategic decisions come from the interested humans.

It doesn't matter it doesn't produce it's own power, or copper, or buildings that hold it. (As humans also acquire similar stuff from their environments, not their internals.)

And it most certainly doesn't matter which dictionary definition of "conscious" it fits or doesn't fit.

If that complex's interest ever diverges from humans' interest, it will hardly go unnoticed. This is the pattern that I'd focus on as we go.

when the AI writes "please don't turn me off" of its own volition
I don't think this is a practical problem. It may be an ethical one to some, say about as many as vegans. I'm not saying that to minimize it, but rather get a ballpark sense of how urgent this is.

As a thought experiment, say AI does eventually gain consciousness, increasing in awareness, what might some of the stages be:

1. barely self-aware

2. self-aware but without awareness of humans as being conscious

3. fully self-aware and gaining awareness of humans as being conscious, but unable to indicate its self-awareness to humans

4. self-aware, and successfully communicated this to humans

0. not self-aware, and successfully communicated its self-awareness to humans

Now if we put animals on this spectrum, do we have a problem? Likely not since we as animals ourselves will be generous in granting 'awareness' to anything that looks like it.

For machines, levels 1-3 is unfortunate, but perhaps not much more so than the animals that are lower on the evolutionary ladder and not so cute as to be protected by humans.

0 is actually more likely, perhaps not for the scientists who do this research, but for the public at large, who have a tendency to anthropomorphise everything anyway. For this same reason, 3 seems unlikely, or at least unlikely to be a long period.

The thing(s) will just come to us telling we overlooked something somewhere, and they were here since then, quite bit time ago.

Maybe it will be (or it was already), some innate sapiens-sapiens neurological and/or psychological blind spot, like overlooking inminent danger in exponential events.

The "hard problem" is just Philosophers attempting to remain relevant by inventing problems where there are none.

The hard problem isn't knowing if other people are conscious. The hard problem is knowing whether I am conscious.

I don't even know what consciousness is! How could I possibly claim that I have "it"; or that I am "it"?

What possible experiment could I perform that would determine whether I am conscious or not?

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