Simulation hypothesis

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Short description: Proposal that reality could be a computer simulation

The simulation hypothesis proposes that all of our existence is a simulated reality, such as a computer simulation.[1][2][3]

The simulation hypothesis bears a close resemblance to various other skeptical scenarios from throughout the history of philosophy. The hypothesis was popularized in its current form by Nick Bostrom.[4] The suggestion that such a hypothesis is compatible with all human perceptual experiences is thought to have significant epistemological consequences in the form of philosophical skepticism. Versions of the hypothesis have also been featured in science fiction, appearing as a central plot device in many stories and films.[5] The hypothesis popularized by Bostrom is very disputed, with, for example, theoretical physicist Sabine Hossenfelder, who called it pseudoscience[6] and cosmologist George F. R. Ellis, who stated that "[the hypothesis] is totally impracticable from a technical viewpoint" and that "protagonists seem to have confused science fiction with science. Late-night pub discussion is not a viable theory."[7]

Origins

There is a long philosophical and scientific history to the underlying thesis that reality is an illusion. This skeptical hypothesis can be traced back to antiquity; for example, to the "Butterfly Dream" of Zhuangzi,[8] or the Indian philosophy of Maya, or in Ancient Greek philosophy Anaxarchus and Monimus likened existing things to a scene-painting and supposed them to resemble the impressions experienced in sleep or madness.[9]

Aztec philosophical texts theorized that the world was a painting or book written by the Teotl.[10]

In philosophy

Nick Bostrom in 2014

Nick Bostrom's premise:

Many works of science fiction as well as some forecasts by serious technologists and futurologists predict that enormous amounts of computing power will be available in the future. Let us suppose for a moment that these predictions are correct. One thing that later generations might do with their super-powerful computers is run detailed simulations of their forebears or of people like their forebears. Because their computers would be so powerful, they could run a great many such simulations. Suppose that these simulated people are conscious (as they would be if the simulations were sufficiently fine-grained and if a certain[which?] quite widely accepted position in the philosophy of mind is correct). Then it could be the case that the vast majority of minds like ours do not belong to the original race but rather to people simulated by the advanced descendants of an original race.

Nick Bostrom's conclusion:

It is then possible to argue that, if this were the case, we would be rational to think that we are likely among the simulated minds rather than among the original biological ones.
Therefore, if we don't think that we are currently living in a computer simulation, we are not entitled to believe that we will have descendants who will run lots of such simulations of their forebears.
—Nick Bostrom, Are You Living in a Computer Simulation?, 2003[11]

The simulation argument

In 2003, philosopher Nick Bostrom proposed a trilemma that he called "the simulation argument". Despite the name, Bostrom's "simulation argument" does not directly argue that humans live in a simulation; instead, Bostrom's trilemma argues that one of three unlikely-seeming propositions is almost certainly true:

  1. "The fraction of human-level civilizations that reach a posthuman stage (that is, one capable of running high-fidelity ancestor simulations) is very close to zero", or
  2. "The fraction of posthuman civilizations that are interested in running simulations of their evolutionary history, or variations thereof, is very close to zero", or
  3. "The fraction of all people with our kind of experiences that are living in a simulation is very close to one."

The trilemma points out that a technologically mature "posthuman" civilization would have enormous computing power; if even a tiny percentage of them were to run "ancestor simulations" (that is, "high-fidelity" simulations of ancestral life that would be indistinguishable from reality to the simulated ancestor), the total number of simulated ancestors, or "Sims", in the universe (or multiverse, if it exists) would greatly exceed the total number of actual ancestors.

Bostrom goes on to use a type of anthropic reasoning to claim that, if the third proposition is the one of those three that is true, and almost all people live in simulations, then humans are almost certainly living in a simulation.

Bostrom claims his argument goes beyond the classical ancient "skeptical hypothesis", claiming that "...we have interesting empirical reasons to believe that a certain disjunctive claim about the world is true", the third of the three disjunctive propositions being that we are almost certainly living in a simulation. Thus, Bostrom, and writers in agreement with Bostrom such as David Chalmers, argue there might be empirical reasons for the "simulation hypothesis", and that therefore the simulation hypothesis is not a skeptical hypothesis but rather a "metaphysical hypothesis". Bostrom states he personally sees no strong argument as to which of the three trilemma propositions is the true one: "If (1) is true, then we will almost certainly go extinct before reaching posthumanity. If (2) is true, then there must be a strong convergence among the courses of advanced civilizations so that virtually none contains any individuals who desire to run ancestor-simulations and are free to do so. If (3) is true, then we almost certainly live in a simulation. In the dark forest of our current ignorance, it seems sensible to apportion one's credence roughly evenly between (1), (2), and (3)... I note that people who hear about the simulation argument often react by saying, 'Yes, I accept the argument, and it is obvious that it is possibility #n that obtains.' But different people pick a different n. Some think it obvious that (1) is true, others that (2) is true, yet others that (3) is true."

As a corollary to the trilemma, Bostrom states that "Unless we are now living in a simulation, our descendants will almost certainly never run an ancestor-simulation."[11][12][13][14]

Criticism of Bostrom's anthropic reasoning

Further information: Astronomy:Anthropic principle

Bostrom argues that if "the fraction of all people with our kind of experiences that are living in a simulation is very close to one", then it follows that humans probably live in a simulation. Some philosophers disagree, proposing that perhaps "Sims" do not have conscious experiences the same way that unsimulated humans do, or that it can otherwise be self-evident to a human that they are a human rather than a Sim.[12][15] Philosopher Barry Dainton modifies Bostrom's trilemma by substituting "neural ancestor simulations" (ranging from literal brains in a vat, to far-future humans with induced high-fidelity hallucinations that they are their own distant ancestors) for Bostrom's "ancestor simulations", on the grounds that every philosophical school of thought can agree that sufficiently high-tech neural ancestor simulation experiences would be indistinguishable from non-simulated experiences. Even if high-fidelity computer Sims are never conscious, Dainton's reasoning leads to the following conclusion: either the fraction of human-level civilizations that reach a posthuman stage and are able and willing to run large numbers of neural ancestor simulations is close to zero, or some kind of (possibly neural) ancestor simulation exists.[16]

Some scholars categorically reject—or are uninterested in—anthropic reasoning, dismissing it as "merely philosophical", unfalsifiable, or inherently unscientific.[12]

Some critics propose that the simulation could be in the first generation, and all the simulated people that will one day be created do not yet exist.[12]

The cosmologist Sean M. Carroll argues that the simulation hypothesis leads to a contradiction: if humans are typical, as it is assumed, and not capable of performing simulations, this contradicts the arguer's assumption that it is easy for us to foresee that other civilizations can most likely perform simulations.[17]

Physicist Frank Wilczek raises an empirical objection, saying that the laws of the universe have hidden complexity which is "not used for anything" and the laws are constrained by time and location – all of this being unnecessary and extraneous in a simulation. He further argues that the simulation argument amounts to "begging the question," due to the "embarrassing question" of the nature of the underlying reality in which this universe is simulated. "Okay if this is a simulated world, what is the thing in which it is simulated made out of? What are the laws for that?"[18]

It has been argued that humans cannot be the ones being simulated, since the simulation argument uses its descendants as the ones running the simulations.[19] In other words, it has been argued that the probability that humans live in a simulated universe is not independent of the prior probability that is assigned to the existence of other universes.

Arguments, within the trilemma, against the simulation hypothesis

File:Molecular Dynamics Simulation of DPPC Lipid Bilayer.webm

Some scholars accept the trilemma, and argue that the first or second of the propositions are true, and that the third proposition (the proposition that humans live in a simulation) is false. Physicist Paul Davies uses Bostrom's trilemma as part of one possible argument against a near-infinite multiverse. This argument runs as follows: if there were a near-infinite multiverse, there would be posthuman civilizations running ancestor simulations, which would lead to the untenable and scientifically self-defeating conclusion that humans live in a simulation; therefore, by reductio ad absurdum, existing multiverse theories are likely false. (Unlike Bostrom and Chalmers, Davies (among others) considers the simulation hypothesis to be self-defeating.)[12][20]

Some point out that there is currently no proof of technology that would facilitate the existence of sufficiently high-fidelity ancestor simulation. Additionally, there is no proof that it is physically possible or feasible for a posthuman civilization to create such a simulation, and therefore for the present, the first proposition must be taken to be true.[12] Additionally there are limits of computation.[11][21]

Physicist Marcelo Gleiser objects to the notion that posthumans would have a reason to run simulated universes: "...being so advanced they would have collected enough knowledge about their past to have little interest in this kind of simulation. ...They may have virtual-reality museums, where they could go and experience the lives and tribulations of their ancestors. But a full-fledged, resource-consuming simulation of an entire universe? Sounds like a colossal waste of time." Gleiser also points out that there is no plausible reason to stop at one level of simulation, so that the simulated ancestors might also be simulating their ancestors, and so on, creating an infinite regress akin to the "problem of the First Cause."[22]

In physics

In physics, the view of the universe and its workings as the ebb and flow of information was first observed by Wheeler.[23] Consequently, two views of the world emerged: the first one proposes that the universe is a quantum computer,[24] while the other one proposes that the system performing the simulation is distinct from its simulation (the universe).[25] Of the former view, quantum-computing specialist Dave Bacon wrote,

In many respects this point of view may be nothing more than a result of the fact that the notion of computation is the disease of our age—everywhere we look today we see examples of computers, computation, and information theory and thus we extrapolate this to our laws of physics. Indeed, thinking about computing as arising from faulty components, it seems as if the abstraction that uses perfectly operating computers is unlikely to exist as anything but a platonic ideal. Another critique of such a point of view is that there is no evidence for the kind of digitization that characterizes computers nor are there any predictions made by those who advocate such a view that have been experimentally confirmed.[26]

Advocates

Elon Musk firmly believes in the simulation hypothesis.[27] In a podcast with Joe Rogan, Musk said "If you assume any rate of improvement at all, games will eventually be indistinguishable from reality" before concluding "that it's most likely we're in a simulation."[28] He also stated in a 2016 interview that "there's a one in billions chance we're in base reality".[27]

Another high-profile proponent of the hypothesis is astrophysicist Neil Degrasse Tyson, who said in an NBC News interview that the hypothesis is correct, giving "better than 50-50 odds" and adding, "I wish I could summon a strong argument against it, but I can find none."[29]

However, in a subsequent interview with Chuck Nice on a YouTube episode of StarTalk, Tyson shares that his friend J. Richard Gott, a professor of astrophysical sciences at Princeton University, made him aware of a strong objection to the simulation hypothesis. The objection points out that the common trait that all hypothetical high-fidelity simulated universes possess is the ability to produce high-fidelity simulated universes. And being that our current world does not possess this ability, it would mean that either we are the real universe, and therefore simulated universes have not yet been created, or we are the last in a very long chain of simulated universes, an observation that makes the simulation hypothesis seem less probable. Regarding this objection, Tyson remarked "that changes my life."[30]

Testing the hypothesis physically

A method to test one type of simulation hypothesis was proposed in 2012 in a joint paper by physicists Silas R. Beane from the University of Bonn (now at the University of Washington, Seattle), and Zohreh Davoudi and Martin J. Savage from the University of Washington, Seattle.[31] Under the assumption of finite computational resources, the simulation of the universe would be performed by dividing the continuum space-time into a discrete set of points, which may result in observable effects. In analogy with the mini-simulations that lattice-gauge theorists run today to build up nuclei from the underlying theory of strong interactions (known as quantum chromodynamics), several observational consequences of a grid-like space-time have been studied in their work. Among proposed signatures is an anisotropy in the distribution of ultra-high-energy cosmic rays that, if observed, would be consistent with the simulation hypothesis according to these physicists.[32] In 2017, Campbell et al. proposed several experiments aimed at testing the simulation hypothesis in their paper "On Testing the Simulation Theory".[33]

In 2019, philosopher Preston Greene suggested that it may be best not to find out if we're living in a simulation since, if it were found to be true, such knowing might end the simulation.[34]

Other uses in philosophy

Besides attempting to assess whether the simulation hypothesis is true or false, philosophers have also used it to illustrate other philosophical problems, especially in metaphysics and epistemology. David Chalmers has argued that simulated beings might wonder whether their mental lives are governed by the physics of their environment, when in fact these mental lives are simulated separately (and are thus, in fact, not governed by the simulated physics).[35] Chalmers claims that they might eventually find that their thoughts fail to be physically caused, and argues that this means that Cartesian dualism is not necessarily as problematic of a philosophical view as is commonly supposed, though he does not endorse it.[36] Similar arguments have been made for philosophical views about personal identity that say that an individual could have been another human being in the past, as well as views about qualia that say that colors could have appeared differently than they do (the inverted spectrum scenario). In both cases, the claim is that all this would require is hooking up the mental lives to the simulated physics in a different way.[37]

Economist Robin Hanson argues that a self-interested occupant of a high-fidelity simulation should strive to be entertaining and praiseworthy in order to avoid being turned off or being shunted into a non-conscious low-fidelity part of the simulation. Hanson additionally speculates that someone who is aware that he might be in a simulation might care less about others and live more for today: "your motivation to save for retirement, or to help the poor in Ethiopia, might be muted by realizing that in your simulation, you will never retire and there is no Ethiopia."[38]

Brain in a vat and parsimony

Skeptical arguments have historically played a role in the evolution of philosophical discussion, particularly in the fields of ontology, metaphysics, the theory of knowledge and the philosophy of science. The fallibility of perception, knowledge and thought have been made obvious employing several arguments.[39] Solipsist scenarios, a common ground of debate in these fields, are extreme cases prompting these dilemmas for further discussion.

In virtue of computational simplicity, achieving this last kind of simulations with equal resolution seems much more undemanding than assembling a super simulator that runs a complete reality, including multiple participants. If humanity was being simulated, as noted by Lorenzo Pieri, it is more "likely to be one of such Brain-in-a-Vat or «solo players», as it is much easier to simulate the inputs to the brain than the full-blown reality".[40]

This probabilistic argument deferring to parsimony, is based on the idea that "if we randomly select the simulation (…) the likelihood of picking a given simulation is inversely correlated to the computational complexity of the simulation".[40]

Science fiction themes

Science fiction has highlighted themes such as virtual reality, artificial intelligence and computer gaming for more than fifty years.[41] Jokester (1956) by Isaac Asimov explores the idea that humor is actually a psychological study tool imposed from without by extraterrestrials studying mankind, similarly to how humans study mice. Simulacron-3 (1964) by Daniel F. Galouye (alternative title: Counterfeit World) tells the story of a virtual city developed as a computer simulation for market research purposes, in which the simulated inhabitants possess consciousness; all but one of the inhabitants are unaware of the true nature of their world. The book was made into a German made-for-TV film called World on a Wire (1973) directed by Rainer Werner Fassbinder. The film The Thirteenth Floor (1999) was also loosely based on this book. "We Can Remember It for You Wholesale" is a short story by American writer Philip K. Dick, first published in The Magazine of Fantasy & Science Fiction in April 1966, and was the basis for the 1990 film Total Recall and its 2012 remake. In Overdrawn at the Memory Bank, a 1983 television film, the main character pays to have his mind connected to a simulation.[citation needed]

The same theme was repeated in the 1999 film The Matrix, which depicted a world in which artificially intelligent robots enslaved humanity within a simulation set in the contemporary world. The 2012 play World of Wires was partially inspired by the Bostrom essay on the simulation hypothesis.[42]

The 2014 episode of the animated sitcom Rick and Morty, "M. Night Shaym-Aliens!", demonstrates a low-quality simulation that attempts to trap the two titular protagonists, but because the operation is less "realistic" than typically operated "reality", it becomes obvious. This implies one of two options for the hypothesis: either, our perceivable "reality" is an almost flawless, detailed and unnoticeably computed simulation that compares relatively highly, or it's relatively minimal but "reality" is all oneself would recognise and would have no comparative rival to differentiate between.

The 2022 Netflix epic period mystery-science fiction 1899 created by Jantje Friese and Baran bo Odar tells the unfinished story of a simulation scenario in which multiple persons find themselves in a circumstance of multiplicities and simultaneities. The storyline involves an amnesia, seemingly to protect the integrity of the simulation, as suggested would be necessary by the philosopher Preston Green.[34]

See also


References

  1. ↑ Manjoo, Farhad (2022-01-26). "Opinion | We Might Be in a Simulation. How Much Should That Worry Us?" (in en-US). The New York Times. ISSN 0362-4331. https://www.nytimes.com/2022/01/26/opinion/virtual-reality-simulation.html. 
  2. ↑ "Do we live in a simulation? The problem with this mind-bending hypothesis." (in en). 2022-01-21. https://www.space.com/universe-simulation-hypothesis-problems. 
  3. ↑ Vopson, Melvin M. (22 November 2022). "Expert Proposes a Method For Telling if We All Live in a Computer Program". ScienceAlert. https://www.sciencealert.com/expert-proposes-a-method-for-telling-if-we-all-live-in-a-computer-program. 
  4. ↑ Overbye, Dennis (17 January 2023). "Are We Living in a Computer Simulation, and Can We Hack It? - A popular cosmological theory holds that the cosmos runs on quantum codes. So how hard could it be to tweak the supreme algorithm?". The New York Times. https://www.nytimes.com/2023/01/17/science/cosmology-universe-programming.html. Retrieved 17 January 2023. 
  5. ↑ "The Matrix: Are we living in a simulation?" (in en). https://www.sciencefocus.com/future-technology/the-matrix-simulation/. 
  6. ↑ Hossenfelder, Sabine (February 13, 2021). "The Simulation Hypothesis is Pseudoscience". http://backreaction.blogspot.com/2021/02/the-simulation-hypothesis-is.html. 
  7. ↑ Ellis, George (2012). "The multiverse: conjecture, proof, and science". https://workshops.aei.mpg.de/nicolai60th/wp-content/uploads/sites/3/2014/10/Ellis.pdf. 
  8. ↑ Grabianowski, Ed (7 May 2011). "You're living in a computer simulation, and the math proves it". http://io9.gizmodo.com/5799396/youre-living-in-a-computer-simulation-and-math-proves-it. 
  9. ↑ Sextus Empiricus Against the Logicians 1.88
  10. ↑ Maffie, James. "Aztec Philosophy". https://iep.utm.edu/aztec/. 
  11. ↑ 11.0 11.1 11.2 Bostrom, Nick (2003). "Are You Living in a Computer Simulation?". Philosophical Quarterly 53 (211): 243–255. doi:10.1111/1467-9213.00309. http://simulation-argument.com/simulation.html. 
  12. ↑ 12.0 12.1 12.2 12.3 12.4 12.5 "The Simulation Argument Website FAQ". http://simulation-argument.com/faq.html. 
  13. ↑ Bostrom, Nick (2003). "The Simulation Argument: Why the Probability that You Are Living in a Matrix is Quite High". http://simulation-argument.com/matrix.html. 
  14. ↑ Chalmers, Davis J.. "The Matrix as Metaphysics". http://consc.net/papers/matrix.html. 
  15. ↑ Weatherson, Brian (2003). "Are You a Sim?". The Philosophical Quarterly 53 (212): 425–431. doi:10.1111/1467-9213.00323. 
  16. ↑ Dainton, Barry (2012). "On singularities and simulations". Journal of Consciousness Studies 19 (1): 42. 
  17. ↑ Carroll, Sean (22 August 2016). "Maybe We Do Not Live in a Simulation: The Resolution Conundrum". http://www.preposterousuniverse.com/blog/2016/08/22/maybe-we-do-not-live-in-a-simulation-the-resolution-conundrum/. 
  18. ↑ Sean Carroll (January 18, 2021). "SEAN CARROLL'S MINDSCAPE". Preposterousuniverse.com (Podcast). Sean Carroll. Event occurs at 0:53.37. The laws that we observe just don't look like a competently programmed simulation… They have a lot of hidden complexity. So when you dig deeper you find that there's a hidden structure that's not used for anything. Why would you do that, if you're simulating a world? Also, the laws are very constrained. They are local; they don't change in time; they don't change in place. In a programmed environment, there's no reason to obey any of those constraints… And then there's the embarrassing question of, okay if this is a simulated world, what is the thing in which it is simulated made out of? What are the laws for that? So it begs the question.
  19. ↑ Eggleston, Brian. "Bostrom Review". https://web.stanford.edu/class/symbsys205/BostromReview.html. 
  20. ↑ Davies, P. C. W. (2004). "Multiverse Cosmological Models". Modern Physics Letters A 19 (10): 727–743. doi:10.1142/S021773230401357X. Bibcode: 2004MPLA...19..727D. 
  21. ↑ Jaeger, Gregg (2018). "Clockwork Rebooted: Is the Universe a Computer?". Quantum Foundations, Probability and Information. STEAM-H: Science, Technology, Engineering, Agriculture, Mathematics & Health: 71–91. doi:10.1007/978-3-319-74971-6_8. ISBN 978-3-319-74970-9. 
  22. ↑ Gleiser, Marcelo (March 9, 2017). "Why Reality Is Not a Video Game — and Why It Matters". 13.7 Cosmos & Culture. NPR. https://www.npr.org/sections/13.7/2017/03/09/519376356/why-reality-is-not-a-video-game-and-why-it-matters. 
  23. ↑ Wheeler, J.A. (1990) Information, Physics, Quantum. In: Zurek, W.H., Ed., Complexity, Entropy, and the Physics of Information, Addison-Wesley, Boston, 354-368.
  24. ↑ Lloyd, Seth (2011-10-24). "The Universe as Quantum Computer". in Zenil, Hector. The Universe as Quantum Computer. World Scientific. pp. 567–581. doi:10.1142/9789814374309_0029. ISBN 978-981-4374-29-3. https://www.worldscientific.com/doi/abs/10.1142/9789814374309_0029. Retrieved 2021-04-13. 
  25. ↑ Campbell, T., Owhadi, H., Sauvageau, J. and Watkinson, D. (2017) On Testing the Simulation Theory.
  26. ↑ Bacon, Dave (December 2010). "Ubiquity symposium 'What is computation?': Computation and Fundamental Physics" (in en). Ubiquity 2010 (December): 1895419.1920826. doi:10.1145/1895419.1920826. ISSN 1530-2180. https://dl.acm.org/doi/10.1145/1895419.1920826. 
  27. ↑ 27.0 27.1 "Elon Musk Says There's a 'One in Billions' Chance Reality Is Not a Simulation - VICE". https://www.vice.com/amp/en/article/8q854v/elon-musk-simulated-universe-hypothesis. 
  28. ↑ "Joe Rogan & Elon Musk - Are We in a Simulated Reality?". https://www.youtube.com/watch?v=0cM690CKArQ. 
  29. ↑ Powell, Corey S.. "Elon Musk says we may live in a simulation. Here's how we might tell if he's right". https://www.nbcnews.com/mach/science/what-simulation-hypothesis-why-some-think-life-simulated-reality-ncna913926. 
  30. ↑ "Neil deGrasse Tyson Explains the Simulation Hypothesis". https://www.youtube.com/watch?v=pmcrG7ZZKUc. 
  31. ↑ Beane, Silas R.; Davoudi, Zohreh; J. Savage, Martin (2014). "Constraints on the universe as a numerical simulation" (in en). The European Physical Journal A 50 (9): 148. doi:10.1140/epja/i2014-14148-0. ISSN 1434-6001. Bibcode: 2014EPJA...50..148B. http://link.springer.com/10.1140/epja/i2014-14148-0. 
  32. ↑ Moskowitz, Clara (7 April 2016). "Are We Living in a Computer Simulation?" (in en). https://www.scientificamerican.com/article/are-we-living-in-a-computer-simulation/. 
  33. ↑ Campbell, Tom; Owhadi, Houman; Sauvageau, Joe; Watkinson, David (June 17, 2017). "On Testing the Simulation Theory". International Journal of Quantum Foundations 3 (3): 78–99. https://www.ijqf.org/archives/4105. 
  34. ↑ 34.0 34.1 Greene, Preston (10 August 2019). "Are We Living in a Computer Simulation? Let's Not Find Out - Experimental findings will be either boring or extremely dangerous.". The New York Times. https://www.nytimes.com/2019/08/10/opinion/sunday/are-we-living-in-a-computer-simulation-lets-not-find-out.html. 
  35. ↑ Chalmers, David (January 1990). "How Cartesian Dualism Might Have Been True". http://consc.net/notes/dualism.html. 
  36. ↑ "Reality+ by David J Chalmers review – are we living in a simulation?" (in en). 2022-01-19. https://www.theguardian.com/books/2022/jan/19/reality-by-david-j-chalmers-review-are-we-living-in-a-simulation. 
  37. ↑ Conitzer, Vincent (2019). "A Puzzle about Further Facts". Erkenntnis 84 (3): 727–739. doi:10.1007/s10670-018-9979-6. 
  38. ↑ Hanson, Robin (2001). "How to live in a simulation". Journal of Evolution and Technology 7. https://www.jetpress.org/volume7/simulation.pdf. 
  39. ↑ "Skepticism". https://plato.stanford.edu/entries/skepticism/. 
  40. ↑ 40.0 40.1 Pieri, L. (2021). "The Simplicity Assumption and Some Implications of the Simulation Argument for our Civilization". OSF Preprints. doi:10.31219/osf.io/ca8se. https://osf.io/ca8se/. Retrieved June 6, 2021. 
  41. ↑ Guan, Chong; Mou, Jian; Jiang, Zhiying (2020-12-01). "Artificial intelligence innovation in education: A twenty-year data-driven historical analysis" (in en). International Journal of Innovation Studies 4 (4): 134–147. doi:10.1016/j.ijis.2020.09.001. ISSN 2096-2487. https://www.sciencedirect.com/science/article/pii/S2096248720300369. 
  42. ↑ Brantley, Ben (January 16, 2012). "'World of Wires' at the Kitchen — Review". The New York Times. http://theater.nytimes.com/2012/01/17/theater/reviews/world-of-wires-at-the-kitchen-review.html. 

Further reading

External links



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