[HN Gopher] Neurons in a dish learn to play Pong
       ___________________________________________________________________
        
       Neurons in a dish learn to play Pong
        
       Author : rogerian
       Score  : 221 points
       Date   : 2022-10-13 11:34 UTC (2 days ago)
        
 (HTM) web link (www.nature.com)
 (TXT) w3m dump (www.nature.com)
        
       | ruined wrote:
       | hell is real
        
       | GolfPopper wrote:
       | SF author (and marine biologist) Peter Watts described something
       | very much like this, only more advanced, in his book _Maelstrom_
       | (2001):
       | 
       | "Achilles Desjardins had always found smart gels a bit creepy.
       | People thought of them as brains in boxes, but they weren't. They
       | didn't have the parts. Forget about the neocortex or the
       | cerebellum--these things had nothing. No hypothalamus, no pineal
       | gland, no sheathing of mammal over reptile over fish. No
       | instincts. No desires. Just a porridge of cultured neurons,
       | really: four-digit IQs that didn't give a rat's ass whether they
       | even lived or died. Somehow they learned through operant
       | conditioning, although they lacked the capacity either to enjoy
       | reward or suffer punishment. Their pathways formed and dissolved
       | with all the colorless indifference of water shaping a river
       | delta."
       | 
       | Much of his work, including _Maelstrom_ , is freely available on
       | his own website:https://rifters.com/real/shorts.htm
        
         | narrator wrote:
         | Another great novel about emergent intelligence was _Blood
         | Music_ by Greg Bear. A microorganism develops swarm
         | intelligence.
        
         | jbaber wrote:
         | I thought you were going to say _Starfish_ by Watts, which also
         | features smart gels.
        
           | GolfPopper wrote:
           | _Malestrom_ is the second book in the trilogy (or quadrology
           | - the 4th book was split in two in some printings).
           | 
           | I didn't have a copy of _Starfish_ handy, and I wasn 't sure
           | if gels had been mentioned there or not.
        
       | ALittleLight wrote:
       | They are using human neurons for this? The one substrate we can
       | be sure of is capable of producing consciousness?
        
         | djmips wrote:
         | Interesting question!
         | 
         | https://www.nature.com/articles/d41586-020-02986-y
        
           | ALittleLight wrote:
           | This seems like a research area so horrific it could exist
           | only in a comic book. This type of thing should not be funded
           | or researched. I'm surprised it needs to be said but we
           | shouldn't grow human brains to experiment on them. Maybe if
           | we could understand and quantify consciousness and be sure we
           | weren't subjecting something to hell - but certainly not
           | while we can't do that.
        
             | wruza wrote:
             | What makes you think that experiments on living rodents
             | aren't hell already? What is the crucial ethical difference
             | between these species, apart from two facts, first that a
             | full human has a legal status, second that most people will
             | relate to an empty human brain more than to a non-empty
             | non-human one (regardless of packaging).
             | 
             | I understand legal/relatable parts, but is there more to
             | it?
        
               | ALittleLight wrote:
               | One scientist studies tumors by causing tumors in rats.
               | Another scientist studies tumors by causing them in
               | humans. If you said to the second scientist "Hey, that's
               | wrong, stop!" And he said "What's the crucial difference
               | between rats and humans?" Would you be convinced by that
               | line of argument?
        
               | cercatrova wrote:
               | Well, is that not basically the vegan argument against
               | suffering, in any form, for any type of animal or
               | sentient being? The vegan would probably posit that they
               | are equal.
        
               | fjeifisjf wrote:
               | Obviously yes, rats don't deserve tumors.
        
               | wruza wrote:
               | This hypothetical situation implies something I wouldn't
               | fail to ask first. Are these humans persons or are they
               | "empty"? I don't see a difference between a
               | {person,experience}-less human and a rat (in this
               | setting, legal and parental implications aside), but
               | maybe you do. Both are able to experience pain and
               | negative emotions. One of them being of a [non-]familiar
               | kind changes nothing to me.
               | 
               | Iow, put yourself into the shoes of that rat or that
               | empty brain and tell:
               | 
               | - which one would you choose to be (if given no other
               | option),
               | 
               | - why,
               | 
               | - and what you expect to sense differently.
        
             | thrown_22 wrote:
        
               | MarcelOlsz wrote:
               | YC '23 - Stem Cell Recycling - Stem.ly
               | 
               | It almost writes itself.
        
               | bigyikes wrote:
               | Flame bait comment. It's not a valid comparison.
               | 
               | Terminating a natural embryo is not the same as growing
               | an artificial brain which, for all we know, might
               | experience the worst kind of hell imaginable.
        
               | thrown_22 wrote:
        
             | johnnylambada wrote:
             | Just as possible that allowing this consciousness to do
             | exactly what it was designed to do and achieve such a
             | sublime state of flow that it would be a crime to NOT let
             | it experience Pong.
        
         | UncleOxidant wrote:
         | _" Hundreds of thousands of human neurons growing in a dish"_
         | 
         | It seems doubtful that hundreds of thousands of human neurons
         | would lead to consciousness.
         | 
         |  _" Although the company calls its system DishBrain, the
         | neurons are a far cry from an actual brain, Kagan says, and
         | show no signs of consciousness."_
         | 
         | ...then again, would they be able to tell? There's not a lot of
         | I/O in this situation.
        
           | austinjp wrote:
           | Indeed. Although the lab couldn't check for signs of
           | consciousness. If they'd been able to do so, they'd have
           | cracked the "hard problem" of consciousness, which would be
           | far bigger news. So this is blather at best, and ethics-
           | washing at worst.
        
             | drdeca wrote:
             | I think "being able to describe exhaustively the conditions
             | under which something is conscious" is sometimes called the
             | "pretty hard problem of consciousness", as opposed to the
             | hard problem? (Also considered unsolved though)
        
           | tsol wrote:
           | You can monitor brain activity. Hard to be conscious if there
           | is no activity in the cells.
        
           | ALittleLight wrote:
           | I agree that low numbers of neurons are unlikely to lead to
           | human-level consciousness. I have zero faith that researchers
           | in this area won't continue to push the limits - perhaps even
           | if they don't publish on doing so.
           | 
           | I see this research as a red flag "hey, we are approaching
           | something very bad" and while the flag itself may not be a
           | problem we should heed the warning and change direction.
           | 
           | All this said, my understanding is that this research is in
           | part inspired by or associated with the phenomenon of people
           | with encephalopathy who have greatly diminished brain volumes
           | but are still conscious. This says to me we can't reliably
           | predict how many neurons are necessary before creating
           | consciousness.
        
         | sva_ wrote:
         | > The one substrate we can be sure of is capable of producing
         | consciousness?
         | 
         | How can you be sure that anyone other than you is conscious?
         | Why shouldn't animals be conscious?
        
           | tshaddox wrote:
           | > How can you be sure that anyone other than you is
           | conscious?
           | 
           | That doesn't seem like a more or less difficult question than
           | asking how I can be sure that human neurons are the substrate
           | responsible for producing consciousness. If it turns out that
           | the other humans I observe only _seem_ like they 're
           | conscious, then it could also turn out that my neurons only
           | _seem_ to be the substrate producing my consciousness. Of
           | course, this is just terrible epistemology.
        
             | sva_ wrote:
             | Yeah, and I really don't see how that substrate should be
             | much different from that in other animals such as, say,
             | chimpanzees. It seems silly to criticize this research just
             | based on the fact that the neurons were cultured from
             | humans in my opinion.
        
               | melagonster wrote:
               | human just can't accept human suffer. most of legal of us
               | is about protecting human.
        
         | p1necone wrote:
         | Yeah this makes me _really_ uncomfortable. We have no idea
         | really what causes consciousness to arise, but  "enough actual
         | animal/human neurons to perform complex tasks" doesn't seem
         | like an unlikely way to do it to me.
         | 
         | "Unimaginable suffering in a petri dish" is not something I
         | want even a tiny chance of creating.
        
           | eli_gottlieb wrote:
           | Given that they took skin cells, cultured them to pluripotent
           | stem cells, then convinced the stem cells to grow neurons, I
           | don't think they grew an interoceptive cortex, basal ganglia,
           | or other brain areas necessary for emotional experience as we
           | know it. "Exhibit sentience" is... well, let's call it a
           | wordplay.
        
           | wruza wrote:
           | To evaluate these chances, one has to understand what
           | "suffering" is. It may (or may not) be purely evolutional
           | thing which cannot be easily reproduced in a dish. Perhaps
           | the whole thing is a plague that only emerges in/for natural-
           | life conditions. While the configuration space is likely(?)
           | almost infinite, the natural selector is only one.
        
             | austinjp wrote:
             | Well.... no. It's only _necessary_ to know whether
             | suffering exists (it does). After that it 's _sufficient_
             | to consider whether there 's a greater than zero chance of
             | creating it (there seems to be).
             | 
             | That's enough to say "let's not do this until we have
             | better data".
             | 
             | If it turns out the second step is unknowable, that's
             | enough to say "let's never do this".
             | 
             | These are subjective decisions, and some may suggest that
             | there are gains that outweigh the potential suffering. I am
             | currently unconvinced.
        
               | reuben364 wrote:
               | But it's always unknowable. The only
               | consciousness/suffering one truly knows is one's own. We
               | just use heuristics like "this human/animal behaves like
               | I do when suffering". Where we draw the line is
               | completely arbitrary.
        
               | austinjp wrote:
               | My second step still stands :)
               | 
               | The unique data-point here is that we are _creating_
               | these  "mini brains". I'm not invoking a knee-jerk
               | "sCiEnTiSTs pLaY g0d OMG!" reaction, but I will invoke
               | Goldblum's Objection: "your scientists were so
               | preoccupied with whether or not they _could_ that they
               | didn 't stop to think if they _should_ ".
               | 
               | Like several others in this thread, I'm bemused that this
               | passed bio-ethics. Drawing the line isn't entirely
               | arbitrary, ethics panels do it every day. We already have
               | the tools, but it seems that in this case we don't know
               | whether to apply them, or which to apply.
        
               | wruza wrote:
               | I agree and am unconvinced too. But currently we also
               | agree to create suffering at the industrial scale in
               | mice. Pretty strange choice of principles.
        
               | austinjp wrote:
               | Indeed. Although some of us try to opt out of that stuff
               | too, as much as possible.
               | 
               | The ethical questions raised by anomalous situations like
               | this indicate that our historical decisions may need
               | revising.
        
               | cercatrova wrote:
               | > _After that it 's sufficient to consider whether
               | there's a greater than zero chance of creating it (there
               | seems to be)._
               | 
               | That is a Kantian, deontological approach, an ethical
               | framework not shared by all. The utilitarian would ask
               | how much suffering would be caused as compared to how
               | much good it would produce.
        
               | mensetmanusman wrote:
               | Pong playing? Infinite good!
        
               | austinjp wrote:
               | Erm no. I'm not advocating morality driven by "duty". I'm
               | pointing out the pragmatic issue that we don't know where
               | we're heading, so perhaps we should pause and have a good
               | hard think about the possibilities :)
               | 
               | Utilitarianism also comes with its own issues, of course.
               | Exploitation of minorities and the disempowered, for
               | example (including manufactured brains-in-vats, it
               | seems).
        
           | jll29 wrote:
           | As a researcher in responsible AI, I wonder what they told
           | their ethics committee, if anything.
        
         | stagas wrote:
         | Yes imagine a life where you play pong for orgasms.
        
           | whaaswijk wrote:
           | I hope you're joking because that actually sounds like a
           | terribly impoverished life for a human consciousness.
        
       | jjtheblunt wrote:
       | If there are extraterrestrials, "Neurons in a dish learn to play
       | Pong" is probably the sort of thing they say while watching us
       | from their UFOs.
        
         | davisr wrote:
         | Probably.
         | http://tothemoon.ser.asu.edu/data_g/G04/Unidentified/full/GT...
        
         | velcrovan wrote:
         | I tend to think that if there are extraterrestrials, they
         | probably look a lot more like neurons in a dish than like us.
        
       | odrekf wrote:
       | I tried to reply to someone but he got censored for pointing out
       | that if you care about two neurons you should care about the
       | animals that go through hell in the meat/dairy industry. Here's
       | my reply:
       | 
       | One can't hope to truly know if another individual (be it a human
       | or any other animal) is conscious (the hard problem of
       | consciousness). But if it has eyes like us, mouth like us, plays
       | like us, cries/screams when hurt like us, and even seem to dream
       | like us (asleep dogs sometimes move like they are running in
       | their dreams, and when they wake up they look confused and still
       | perturbed from what they were seeing in their minds), it makes
       | perfect sense to assume that they are conscious like us, and it's
       | the ethical thing to do.
        
         | hirundo wrote:
         | If you apply the same standard within our own species you would
         | be accused of xenophobia. Why should it be different across
         | species?
        
           | melagonster wrote:
           | if all species are same, what's different between vegetables
           | and animals? or even COVID-19 virus and bacteria?
        
           | fjeifisjf wrote:
        
       | lvass wrote:
       | Do we have an open source PetriNeuronSDK to communicate with
       | these yet? I can't wait until we get cloud neurons IaaS.
        
       | ummonk wrote:
       | It seems needlessly provocative to use human neurons to do this.
       | Presumably they could have had the same effects with neurons from
       | another species. It's like they want to provoke a backlash from
       | religious people against scientific experimentation.
        
         | tsol wrote:
         | Are there actually any religious people against this? In
         | general I haven't heard of groups that are against culturing
         | human cells
        
           | drdeca wrote:
           | Well, seydor's comment that they actually used _induced
           | pluripotent_ cells derived from skin cells, rather than stem
           | cells from fetuses, makes me feel better about it.
           | 
           | I'm of course not against, in general, "culturing human
           | cells", but I have moral uncertainty/concern about those
           | derived from fetuses, as well as any large quantities (in one
           | group) of human neuron cells (or, also, but to a lesser
           | degree, large quantities in one group of other kinds of nerve
           | cells).
           | 
           | That's not to say that I would be confident that what was
           | done would be wrong if they were using cells derived from
           | fetuses, but, I would think it _more likely_ that there would
           | be a moral problem with it. (And this feeling /belief/concern
           | is in part due to religious belief.)
           | 
           | (I can imagine someone saying "But seeing as induced
           | pluripotent stem cells seem to behave in effectively the same
           | ways as 'actual stem cells', how do you know that whatever
           | moral problems you think would be present if using 'actual
           | stem cells', don't also apply to the induced pluripotent
           | cells?" And to that imaginary interlocutor, I must admit that
           | thay have somewhat of a point, in that I suppose I can't
           | entirely rule that out, but, my intuition, which
           | unfortunately is most of what I have to go on because we have
           | not been granted a book detailing precisely every last detail
           | of the metaphysics of personhood etc. , suggests to me that
           | it seems substantially less likely to be a problem.
           | 
           | Even if it might theoretically be possible to use induced
           | pluripotent cells to form a fetus which could develop into a
           | full child which would be a person,
           | 
           | (is this thought to be theoretically possible? I mean,
           | outside of something as general purpose as arbitrarily
           | rearranging the atoms, or using cells from an outside source,
           | and just moving induced pluripotent cells around while
           | treating them with various chemicals and nutrients, is it
           | thought that in theory this could produce a viable fetus?)
           | 
           | it still feels reasonably unlikely that without actually
           | starting to do that, and only converting what type of cells
           | some skin cells are, that this would constitute creating
           | something with any moral patienthood. One such reason being
           | that, I would think, there wouldn't be a clear distinction of
           | _how many_ such entities would have been created. Would it be
           | one moral patient per cell? That seems implausible,
           | especially assuming that multiple such cells would need to be
           | used together to create a viable fetus. One might point out
           | then that identical twins can arise from one zygote by the
           | group of cells that the zygote becomes splitting into two
           | parts, and so if moral patienthood is incompatible with
           | ambiguity-of-number, then this should also apply to
           | blastocyst or whatever. And, perhaps? Though, in that case,
           | there is still the clear differentiation of  "these came from
           | this zygote", so perhaps there could be some reason there.
           | 
           | Again, my position is one of uncertainty about these
           | questions, and associated concern. My position is not that I
           | _know for certain_ that it is less morally problematic to use
           | induced pluripotent stem cells than it is to use stem cells
           | derived e.g. directly from a blastocyst, but that it seems
           | substantially less likely to me that using induced
           | pluripotent cells is a problem than it is that using stem
           | cells from a blastocyst is a problem, though neither is
           | certain.)
        
         | drawingthesun wrote:
         | It's not needlessly provocative human neurons have shown in
         | almost every study to be superior to all other animal neurons.
         | 
         | Let the backlash happen and as a society let's put a stop to
         | letting religious idiocy get in the way of science.
         | 
         | There is an entire field of study for ethical science and I
         | stand behind that 100%.
         | 
         | Unethical science can get lost!
         | 
         | I'm not a progress at any costs type of person.
         | 
         | But is this actually unethical or just something a religious
         | idiot doesn't like?
        
           | TedDoesntTalk wrote:
           | > human neurons have shown in almost every study to be
           | superior
           | 
           | Until recently I thought a neuron is a neuron is a neuron.
           | How are they different between species?
        
             | drdeca wrote:
             | My understanding is that they don't just differ between
             | species, but they differ substantially between different
             | types within the same individual.
             | 
             | My understanding is extremely limited.
             | 
             | That being said, my impression is that some of the axiis
             | they can vary on include things like : how they respond to
             | some other chemicals ("neurotransmitters"? not sure if
             | that's the right word) in their environment, whethether
             | they produce/emit those other chemicals, the types of
             | conditions under which they fire (e.g. from how much they
             | "leak" activation over time, counteracting the signals they
             | get sent from others), things like uh, I think(?) whether
             | they tend to fire at a particular rate by default which can
             | be increased or decreased by signals they receive(?) vs
             | whether they by default do not fire unless they receive
             | enough other signals,
             | 
             | I'm unsure of basically all the things I just listed, but
             | my impression is that there are lots of ways they can
             | differ, and they definitely aren't all the same.
        
           | obscur wrote:
           | I would like a source for the first claim. When I read the
           | preprint for this paper half a year ago it was actually one
           | of their claims that to the best of their knowledge their
           | Pong experiment was the first to show human neurons being
           | 'better'.
        
           | lvass wrote:
           | Only religious idiots would prefer a "normal" life over
           | having human-brained gorilla chimeras do all the work and
           | just consuming psychotropics all day, right?
        
             | rongopo wrote:
             | Very few people are not brainwashed in one direction or
             | another, there is no need to call them idiots.
        
               | antiterra wrote:
               | FYI, pretty sure the parent of the comment you're
               | responding to is the one that's actually calling them
               | idiots.
        
               | rongopo wrote:
               | Enough of talking about them, then :)
        
             | IIAOPSW wrote:
             | Oh captain my captain, lead me to this promised land!
        
         | seydor wrote:
         | technically they used human skin cells, which they induced to
         | be pluripotent, which then became neurons
        
         | _mhr_ wrote:
         | They compared human cells to mouse cells, showing improved
         | performance for the human cells.
        
       | austinjp wrote:
       | From the website of the lab doing this https://corticallabs.com
       | 
       | Human neural networks raised in a simulation
       | 
       | The neurons exist inside our Biological Intelligence Operating
       | System (biOS). biOS runs the simulation and sends information
       | about their environment, with positive or negative feedback. It
       | interfaces with the neurons directly. As they react, their
       | impulses affect their digital world.
       | 
       | Our first minds
       | 
       | The dishbrain is currently being developed at the CL0 laboratory
       | in Melbourne, AU. We bring these neurons to life, and integrate
       | them into The biOS with a mixture of hard silicon and soft
       | tissue. Our first cohort have learnt to play Pong. They grow,
       | adapt and learn as we do.
       | 
       | Silicon meets neuron
       | 
       | Neurons are cultivated inside a nutrient rich solution, supplying
       | them everything they need to be happy and healthy. Their physical
       | growth is across a silicon chip, which has a set of pins that
       | send electrical impulses into the neural structure, and receive
       | impulses back in return.
       | 
       | The Ultimate Learning Machine
       | 
       | Those actions have a positive or negative effect in biOS, which
       | the mind perceives, adapting to improve that feedback. The human
       | neuron is self programming, infinitely flexible, the result of
       | four billion years of evolution. What digital models try and
       | emulate, we begin with.
       | 
       | Why?
       | 
       | There are many advantages to organic-digital intelligence. Lower
       | power costs, more intuition, insight and creativity in our
       | intelligences. But most importantly we are driven by three core
       | questions.
       | 
       | What will we discover if our intelligences train themselves?
       | 
       | We know an organic mind is a better learner than any digital
       | model. It can switch tasks easily, and bring learnings from one
       | task to another. But more important is what we don't know. What
       | are the limits of a mind connected to infinity? What can it do
       | with data it literally lives in?
       | 
       | What happens if we take a shortcut to generalised intelligence?
       | 
       | Machine Learning algorithms are a poor copy of the way an organic
       | neural network functions. So we're starting with the neuron,
       | replacing decades of algorithms with millions of years of
       | evolution. What happens as these native intelligences start
       | solving the problems we'd previously left to software?
       | 
       | How can we surpass the limits of silicon?
       | 
       | Silicon is raw, rigid, unchanging. Our organic neural networks
       | sit on top of this raw power, but the way they grow and evolve
       | isn't limited to the software they run on. There is no software,
       | it's coded in their DNA. How will computing change as we shift
       | from hard silicon to soft tissue?
       | 
       | RFN: Request For Neurons
       | 
       | The dishbrain is learning and growing in biOS today, and soon
       | we're opening an early access preview for selected developers.
       | The biOS is our simulation environment, where you can program
       | tasks, challenges and objectives for our minds. Join our
       | developer program to get early access to our SDK, and secure
       | training time with our minds.
        
       | norwalkbear wrote:
       | They also grew eye like structures too right.
        
       | jawadch93 wrote:
        
       | im3w1l wrote:
       | So we can create microbrains of human neurons. Cool. But what
       | about a gigabrain? Something smarter than all of us?
       | 
       | For the record I do think such a creation should have personhood.
       | And have the right to learn about and interact with the real
       | world.
        
       | Manuel_D wrote:
       | I wonder if in the future we'll have some sort of FPGA formed by
       | a neural dish. Hook up an HDMI port to a cube of neurons and it
       | OCRs text or tracks objects. I suspect biological variations in
       | cells would make the results inconsistent, and far inferior to
       | what we can do with semiconductors presently, but it's cool to
       | think about.
        
       | d--b wrote:
       | > he work is a proof of principle that neurons in a dish can
       | learn and exhibit basic signs of intelligence
       | 
       | Absolutely not. This shows that you can teach neurons to exhibit
       | a reflex behavior adapted to the given stimuli - which shouldn't
       | come as a surprise. At best this is jellyfish-like level of
       | intelligence.
        
         | tiborsaas wrote:
         | Have you seen magic tricks revealed? It's such a let down.
         | After that you can't unsee how it's done and it becomes a
         | regular guy concealing some information. Before that there was
         | a mystery how the heck it was done. It's the same thing going
         | on here, both with AI and the understanding of the wetware
         | mind.
        
           | rhn_mk1 wrote:
           | Except with AI and wetware there's still a mystery remaining.
           | Not all cases have a rigorous description of what's going on
           | in the middle level of abstraction.
           | 
           | Low level: proteins/matrices.
           | 
           | Middle level: ???
           | 
           | High level: it thinks!
        
         | lern_too_spel wrote:
         | Transformers have shown that language development can also be
         | explained by what you derisively call reflex behavior, with no
         | need for specialized Chomskyan recursion circuitry, as the same
         | mechanism with slight modification (decision transformers) also
         | plays Pong.
        
           | rryan wrote:
           | There's a huge difference between fitting a probabilistic
           | model to a data distribution then sampling from it (what
           | GPT-3 is) and agents that invent language and use it to
           | communicate.
        
             | lern_too_spel wrote:
             | Not much. A transformer trained on multiple senses can
             | learn the sound that an animal makes and associate it with
             | seeing that animal. It can also learn how another agent
             | reacts after it says a word.
             | 
             | The huge difference is actually between animal reflexes and
             | learned behavior. Reflex is built-in. I didn't learn to
             | kick my leg in response to a tap on the patellar tendon.
        
               | rryan wrote:
               | I agree that a Transformer is an example of a "reflexive"
               | behavior because it learns to react in a context (via
               | gradient descent rather than evolution as the learning
               | algorithm). It's a conditional categorical distribution
               | on steroids.
               | 
               | I also agree it's not much different than what's going on
               | in this petri dish with pong.
               | 
               | But I don't think that's a profound statement.
               | 
               | What I'm saying is that calling what a Transformer does
               | "language development" isn't accurate. A Transformer
               | can't "develop" language in that sense, it can only learn
               | "reflexive" behavior from the data distribution it's
               | trained on (it could never have produced that data
               | distribution itself without the data existing in the
               | first place).
        
               | lern_too_spel wrote:
               | > I agree that a Transformer is an example of a
               | "reflexive"
               | 
               | I said that it is _not_ reflexive. It is learned. Just
               | because after you learn something, it becomes easy does
               | not mean that it is a reflex. I explained why language
               | development can be done with little more than a
               | transformer learning from how others behave when you make
               | an utterance and from how you behave when you hear
               | something, like a decision transformer learning what
               | happens after it takes certain actions in Pong.
        
         | mattlondon wrote:
         | Agreed....but! This opens some interesting thoughts about
         | various things.
         | 
         | Sure this Petri dish is not intelligent and conscious. But it's
         | just a load of neurons right, just like the Petri dish in our
         | head. Are _we_ intelligent and conscious in that case? Or are
         | we just a scaled up Petri dish that reacts to more varied
         | stimuli?
        
           | austinjp wrote:
           | This leads to a circular problem: if we resist the notion
           | that we're just scaled-up Petri dish brains (perhaps because
           | we "feel conscious") how can we be sure the Petri dish mini-
           | brains are so different from us? In which case, are they
           | conscious after all, to some degree?
        
         | nazgul17 wrote:
         | Every new AI gets demoted pretty quickly. Playing pong would
         | have been once called AI.
        
           | bowsamic wrote:
           | That's because once we understand it and achieve it it's no
           | longer considered intelligence. The same will happen when we
           | have actual human robots that are indistinguishable from real
           | humans. People will say "obviously not intelligence or
           | anything related to it, just doing x, y, and z"
        
             | tiborsaas wrote:
             | And then one looks into the mirror :)
        
             | rhn_mk1 wrote:
             | Clearly, the sheep they dream of are electric.
        
       | superkuh wrote:
       | This is about 40x more cells than they used to fly a fighter jet
       | in a simulation back in 2004.
       | https://www.nature.com/articles/nrn1572 .
       | 
       | I suppose the claim to fame in this similar study is the use of
       | the title organoid and there's some legitimacy to that. Form and
       | function are intimately tied in the brain and just a bunch of
       | neurons on a petri dish isn't quite an organ.
        
         | Kalanos wrote:
        
         | thrown_22 wrote:
         | >(Discovery Channel, USA, 22 October 2004)
         | 
         | That's a bit like saying battle bots solved locomotion of
         | robots.
        
         | sillysaurusx wrote:
         | Gosh, that study. It was the first time my faith in academia
         | was severely shaken. As a 19yo, I spent around 6 hours reverse
         | engineering what was going on, and then fell into a spiral of
         | "Is this what academia is all about? Really?" Because I was so
         | fascinated by the concept, then it was such a letdown...
         | 
         | It took some time to appreciate that there are some worthwhile
         | ideas in that paper. But it was my first experience with
         | "Academic lies about accomplishment to secure further funding."
         | 
         | It's hard to say whether "lie" or "severely exaggerate" is
         | appropriate.
         | 
         | A method existed to measure a signal from a neuron. A second
         | method existed to modify that signal. Whenever the plane
         | crashed, the signal was modified slightly, until the plane flew
         | level.
         | 
         | It didn't learn to fly. The researcher modified a neuron
         | (steady signal) until it gave the appropriate signal (e.g.
         | zero) to fly level.
         | 
         | Negative signal, plane banks left. Positive signal, plane banks
         | right. If plane crashes, modify neuron until signal is neither
         | positive nor negative. That was the extent of the study.
         | 
         | In that context, do you feel like the neurons learned to fly?
         | Maybe. It's certainly similar in spirit to reinforcement
         | learning in modern times. But I wouldn't say that setting a
         | signal to zero is a nice definition of "flew a plane".
         | 
         | In other words, there was no active feedback; if you pointed
         | the plane in a slightly different direction, it would
         | immediately crash. It wasn't doing anything more than setting
         | the signal slowly over time to an answer that was known ahead
         | of time. (Keep the plane level by not moving the controls.)
         | 
         | Suppose the neurons learned to draw a straight line. That was
         | essentially what was being demonstrated here. If you substitute
         | "plane crash" with "line becomes a curve", it becomes much less
         | exciting, to say the least.
         | 
         | "Isn't that just learning to set a signal to a constant value?"
         | "Yep" "Will it always become the same constant?" "Yep" "Can't
         | we already do that?" "Yep"
         | 
         | I was so disillusioned that it took many years to stop
         | believing that academia itself was at fault for misinforming
         | the public so badly. After all, it's almost two decades later,
         | and people still believe "rat brain flies plane" happened in
         | 2004.
         | 
         | If I could go back in time, I'd tell myself not to worry about
         | it; focus on the academics that are working quietly on the
         | frontier, not the ones trying to raise funding for their lab.
         | 
         | At least the neurons in today's study actually learned to play
         | something. But if the past is any indication, I'd err on the
         | side of skepticism.
        
           | thrown_22 wrote:
           | Do you know the actual study which did this?
           | 
           | Because the Nature citation on where the work was done is
           | literally "The Discovery Channel".
        
             | sillysaurusx wrote:
             | It was big news at the time. Headlines everywhere. Rat
             | brain flies plane. You'd think that within a few years,
             | maybe rat brains would be the primary way we'd control
             | planes.
             | 
             | I did manage to track down the original study, which at the
             | time wasn't too easy; this was before scihub. I wish I'd
             | saved it for posterity. My motivation went from "this is
             | exactly what I want to do with my life" to laying on the
             | couch wondering what the heck could possibly be happening,
             | when the whole world believes rat brains are flying planes,
             | vs what was actually demonstrated in the paper.
             | 
             | If you do find it, please post it. It'd be a nice stroll
             | through memory lane, and an interesting retrospective on
             | how to get funding for one's own research lab. (A handy
             | skill to have, if you don't mind... well, exaggerating, to
             | say the least.)
        
               | leonmoonen wrote:
               | Thomas DeMarse is mentioned in some of the 2004 news
               | articles. His Google Scholar profile has the following
               | short paper published at a conference in 2005: https://sc
               | holar.google.com/scholar?hl=en&as_sdt=0%2C5&q=Thom...
        
               | justin_ wrote:
               | I think it might be this one:
               | 
               |  _Adaptive flight control with living neuronal networks
               | on microelectrode arrays_
               | 
               | The brain is perhaps one of the most robust and fault
               | tolerant computational devices in existence and yet
               | little is known about its mechanisms. Microelectrode
               | arrays have recently been developed in which the
               | computational properties of networks of living neurons
               | can be studied in detail. In this paper we report work
               | investigating the ability of living neurons to act as a
               | set of neuronal weights which were used to control the
               | flight of a simulated aircraft. These weights were
               | manipulated via high frequency stimulation inputs to
               | produce a system in which a living neuronal network would
               | "learn" to control an aircraft for straight and level
               | flight.
               | 
               | https://ieeexplore.ieee.org/document/1556108
               | 
               | https://sci-
               | hub.ru/https://doi.org/10.1109/IJCNN.2005.155610...
        
               | sillysaurusx wrote:
               | Thank you so much! That's the exact one. I'll upload it
               | to imgur, since scihub urls tend to die over time:
               | https://imgur.com/a/vdQP17I
               | 
               | The details are presented at the end of page 2. You can
               | see on page 3 that the whole thing is a glorified "I can
               | make neurons go to zero!" machine.
               | 
               | It kills me because there _is_ real value in this work --
               | the ability to modify neurons is a useful thing to be
               | able to do. Showing that you can set them to specific
               | values is worthwhile.
               | 
               | But that wasn't what it was presented as. The focus was
               | on the idea that the neurons somehow learned something.
               | Maybe they did, and maybe time will prove me a fool by
               | showing that this is how neurons learn in general. But it
               | was so disheartening to spend hours carefully going over
               | every detail, full of excitement at the possibility of
               | _machines_ that can _learn_ ... only to realize I could
               | do the same thing by setting a value to zero in python,
               | and that the complicated language seemed designed to
               | conceal this.
               | 
               | I remember seeing a video on the discovery channel where
               | they were interviewing him. He gave a dazzling account of
               | the implications of this work.
               | 
               | Maybe he was predicting the upcoming ML boom. But now
               | that I've worked in ML for a few years, I can safely say
               | that this work didn't help us get here. Maybe it helped
               | biologists figure out how to control the signals that
               | neurons deliver.
               | 
               | (I still think that it's pretty darn cool that you can
               | manipulate neurons at all, so hats off to whoever figured
               | out how to do that. I just wish it was presented as what
               | it was: the ability to set a value to zero over time via
               | neurons.)
               | 
               | I really want to make a joke like "You know what else
               | would set neurons to zero? Set them on fire and wait,"
               | but the paper showed they could be set to arbitrary
               | values. Which of course was the interesting and valuable
               | part in the first place, not the plane stuff. But planes
               | make good headlines.
        
       | seydor wrote:
       | i would urge people to read the paper instead. The 'learning' is
       | a bit iffy , and this was meant to test the brain theory of
       | Friston rather than plug neurons into pong. Still, great job on
       | the neurotechnology involved and a step in the direction where we
       | should be going, controlling large numbers of neurons
       | 
       | Ars Technica has a better article, although they dont describe
       | the dense electode array correctly:
       | https://arstechnica.com/science/2022/10/a-dish-of-neurons-ma...
        
         | nier wrote:
         | For those who like me are wondering where those neurons come
         | from. An answer can be found in the Ars Technica article:
         | 
         | "[...] the researchers tested two types of neurons: some
         | dissected from mouse embryos, and others produced by inducing
         | human stem cells to form neurons. "
        
           | dillondoyle wrote:
           | Finally a sliver of future I'm psyched about. Induce stem
           | cells to form neurons? Next step induce new neurons to form
           | new connections in existing brain!?
        
             | moffkalast wrote:
             | Yes but given that mouse neurons were used as a base, you
             | now have a strong craving for cheese.
        
               | dillondoyle wrote:
               | :)
               | 
               | It would be so cool if we can get a grasp on memory,
               | epigenetics and all the other science I don't understand.
               | 
               | Because that doesn't seem so far fetched! if mice do in
               | fact have a biological 'need for cheese' - the sequel
        
               | pier25 wrote:
               | Mice prefer grain based stuff like tortilla, bread, or
               | peanut butter.
        
               | squarefoot wrote:
               | ...and cables.
        
               | olalonde wrote:
               | Fun fact: mice do not particularly like cheese[0].
               | 
               | [0] http://news.bbc.co.uk/2/hi/uk_news/england/manchester
               | /531921...
        
             | fragmede wrote:
             | That would be cool, though current research on adult
             | neurogenesis says we keep getting new neurons throughout
             | life anyway
        
               | dillondoyle wrote:
               | Interesting!
               | 
               | Basically all the men on my dad's side die of
               | alzheimer's, so any neuroprotective, regenerative, or
               | some more accurate verb to stop or reverse function loss
               | is super fascinating to me. Others as well.
               | 
               | Plus who wouldn't want to get just a bit smarter or help
               | get that youthful memory back; can't be the only one who
               | is foggier ;)
        
         | austinjp wrote:
         | Genuine question: why "should" we be going in this direction?
        
           | moffkalast wrote:
           | Because we can, and if we don't someone less ethical will.
        
             | trgn wrote:
             | "if we don't someone less ethical will."
             | 
             | But they still will, why wouldn't they if supposed ethical
             | researchers do as well. I've heard this sort of argument
             | before, and I understand the reasoning behind it.
        
           | seydor wrote:
           | because it's bottom-up, as opposed to mouse studies that
           | impose our own ideas and record from a tiny fraction of brain
           | cells
        
           | eli_gottlieb wrote:
           | We do what we must, because we can.
        
           | EricMausler wrote:
           | To fight neurodegenerative diseases
        
             | austinjp wrote:
             | Except the lab doing this make no mention of treating
             | disease. They want to "shortcut machine learning" by using
             | living tissue to perform tasks: https://corticallabs.com/
        
           | serf wrote:
           | post-apocalyptic horrible scenarios aside, there are plenty
           | of therapeutic reasons why it would be nice to have neuron-
           | level control of brain tissue.
        
           | rongopo wrote:
           | Is curiosity a good answer for you? For me it is.
        
       | grepfru_it wrote:
       | Here's an article that's almost 20 years old on a similar topic
       | 
       | https://web.archive.org/web/20041023144731/https://www.wired...
       | 
       | https://web.archive.org/web/20041106064802/http://www.napa.u...
       | 
       | EDIT: it seems the researcher working on this project passed away
       | recently :(
        
       | yazzku wrote:
       | Funny how everybody here panics about 'the hell' of experimenting
       | with human brains that could possibly grow consciousness. What
       | about the actual hell we put animals through so that we can eat
       | them? There are also studies suggesting that, for example, crows
       | and other animals have some form of consciousness:
       | 
       | https://www.independent.co.uk/news/science/crows-consciousne...
       | 
       | https://www.smithsonianmag.com/smart-news/do-crows-possess-f...
       | 
       | You don't need to imagine hell, it's already here.
        
       | sidewndr46 wrote:
       | A question for someone who understands the neurology and biology
       | of this much more than I do:
       | 
       | Once I have a group of neurons like this trained to do something,
       | can I actually count on them to continue performing that task
       | until they die? Or is it possible they spontaneously reorganize
       | or "learn" a previously unseen behavioral pattern?
        
         | austinjp wrote:
         | They're biological. A lot can happen :) Remember this includes
         | weirdness like viruses, tumors, aging... as well as
         | specifically neural stuff like habituation (diminished
         | sensitivity to repeated stimulation), sensitisation (increased
         | sensitivity to repeated stimulation), spontaneous misfiring,
         | reorganisation (basically creating/destroying or
         | upweighting/downweighting synapses) etc etc etc.
         | 
         | Of course, then you'll need to debug problems by dripping
         | antidepressants (or psychedelics, or stimulants, or
         | depressants, or various hormones, or....) into the Petri dish.
         | 
         | Biology is wonderfully crazy.
        
           | noduerme wrote:
           | Skip the SSRIs and let them loose on Red Dead 2. In a couple
           | weeks they'll be talking to a horse in ways we never
           | imagined.
        
           | donny2018 wrote:
           | TIL I'm somewhat of a Petri dish myself.
        
           | simonh wrote:
           | "Did you send your computer in for repair?"
           | 
           | "No, therapy."
        
           | x86x87 wrote:
           | So the short answer is no
        
         | lvass wrote:
         | A related question: can I indefinitely test they're performing
         | their task correctly? When operating these neurons for actual
         | tasks, real time challenge-response-like testing is probably a
         | good idea. But if they can learn, eventually they may be able
         | to trick the tests. How would one design automated tests to
         | evaluate the state of learning-capable systems?
        
           | jamiek88 wrote:
           | >How would one design automated tests to evaluate the state
           | of learning-capable systems?
           | 
           | A question many call center managers ask themselves.
        
           | noduerme wrote:
           | The nightmare of AI is it's a black box. The nightmare of
           | people is that they're people. (or, per Sartre, "hell is
           | other people" ... but that's such a freighted human
           | perspective).
           | 
           | Gee if only we could grow meat to eat in a lab and grow
           | brains on substrate to answer phone calls and generate
           | images, we could do away with the complexity of other humans
           | we might have to interact with. Except... you have even less
           | understanding of what motivates that clump of cells than you
           | do what motivates your office secretary.
           | 
           | Don't get me wrong, it's a super cool idea. I'm just not sure
           | exactly when bioethics went completely out the window.
        
           | amelius wrote:
           | What's more, you can apply evolution to your Petri dish.
        
           | toxicFork wrote:
           | Welcome to the field of QA automation
        
         | jerojero wrote:
         | Hm. That's a very good question. I haven't kept up with
         | neurobiology research but I imagine as long as the same neurons
         | keep their connections to the same other neurons then it would
         | be possible for them to keep performing the task. And neurons
         | will do keep these connections if the stimuli was strong enough
         | and showed up repeatedly.
         | 
         | But when the task is not required for a very long time the
         | circuit that turns this task on will weaken, at least in the
         | brain. And neurons will be forming other connections, but that
         | doesn't mean they will necessarily "forget" about older ones.
        
           | 9wzYQbTYsAIc wrote:
           | Here is a journal article that might be relevant for you:
           | 
           | https://www.cell.com/cell/fulltext/S0092-8674(14)01362-2
           | 
           | Abstract: _"Neuronal plasticity in the brain is greatly
           | enhanced during critical periods early in life and was long
           | thought to be rather limited thereafter. Studies in primary
           | sensory areas of the neocortex have revealed a substantial
           | degree of plasticity in the mature brain, too. Often,
           | plasticity in the adult neocortex lies dormant but can be
           | reactivated by modifications of sensory input or sensory-
           | motor interactions, which alter the level and pattern of
           | activity in cortical circuits. Such interventions,
           | potentially in combination with drugs targeting molecular
           | brakes on plasticity present in the adult brain, might help
           | recovery of function in the injured or diseased brain."_
        
         | sally_glance wrote:
         | Disclaimer: Also not a neurologist.
         | 
         | I believe they certainly will reorganize in case of a (local
         | nutrient) scarcity or damage event. That might result in
         | "unseen" patterns as well, and by "unseen" I mean kinda random.
        
           | 9wzYQbTYsAIc wrote:
           | Glial cells are fascinating components of the brain.
           | 
           | Artificial NeuroGlial Networks could be really interesting.
        
         | amelius wrote:
         | I guess they can become tired also, just like humans. (Not a
         | biologist)
        
       | yieldcrv wrote:
       | Makes me wonder how many states there are in a neuron.
       | 
       | Like, they are similar to transistors but have more states than
       | off (0) and on (1).
        
       | janci wrote:
       | Next step: run Doom
        
       | [deleted]
        
       | yrgulation wrote:
       | Proper ai.
        
         | sabertoothed wrote:
         | N.I.
        
       | ofou wrote:
       | It's interesting to see research like this coming up. It might
       | inform AI in unpredicted ways IMO.
       | 
       | "In vitro neurons learn and exhibit sentience when embodied in a
       | simulated game-world".
       | 
       | https://www.sciencedirect.com/science/article/pii/S089662732...
        
       | theflyingelvis wrote:
       | Maybe they could run for senate in my home state
        
         | crakenzak wrote:
         | Depends on how quickly the neurons can learn to be incompetent
         | and waste tax payer money, only then will they have a real
         | chance ;)
        
         | IIAOPSW wrote:
         | Hmm. Assuming we could feed in the sort of indicators and
         | summary statistics that already form the way nation-states see
         | reality, we could attach a literal brain to the organs of the
         | state!
        
         | dillondoyle wrote:
         | Avenue 5 (under rated show) has President 2.0! An AI who is far
         | more competent. Or more like able to make tough decisions
         | without human backlash.
        
       | m3kw9 wrote:
       | Wonder then they can plug in a camera and output the visual from
       | the brain from recall. And would that be called consciousness?
        
       | _spduchamp wrote:
       | DishBrain is better for marketing than DishNightmares.
        
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