from the world's big
Your brain invents its own code. Can we create an A.I. mind like that?
When it comes to creating minds, cognitive scientist Joscha Bach explains where we are with artificial intelligence, and where we need to be.
Dr. Joscha Bach (MIT Media Lab and the Harvard Program for Evolutionary Dynamics) is an AI researcher who works and writes about cognitive architectures, mental representation, emotion, social modeling, and multi-agent systems. He is founder of the MicroPsi project, in which virtual agents are constructed and used in a computer model to discover and describe the interactions of emotion, motivation, and cognition of situated agents. Bach’s mission to build a model of the mind is the bedrock research in the creation of Strong AI, i.e. cognition on par with that of a human being. He is especially interested in the philosophy of AI and in the augmentation of the human mind.
Joscha Bach: If you look at our current technological systems they are obviously nowhere near where our minds are. They are very different. And one of the biggest questions for me is: What’s the difference between where we are now and where we need to be if we want to build minds—If we want to build systems that are generally intelligent and self-motivated and maybe self-aware? And, of course, the answer to this is 'we don’t know' because if we knew we’d have already done it. But there are basically several perspectives on this. One is our minds as general learning systems that are able to model arbitrary things, including themselves, and if there are this, they probably need a very distinct set of motivations, needs; things that they want to do. I think that humans get their specifics due to their particular needs. We have cognitive and social and physiological needs and they turn us into who we are. Our motivations determine where we put our attention, what we learn and what we actually do in the world—what we model, how we perceive, what we are conscious of. In a similar sense, it might be that it’s sufficient to build a general learning architecture and combine this with a good motivational system.
And we are not there yet in building a general learning architecture. For instance, our minds can learn and create new algorithms that can be used to write code and invent code, programming code for instance, or the rules that you need to build a shop and run that shop if you’re a shopkeeper, which is some kind of programming task in its own right. We don’t know how to build a system that is able to do this yet. It involves, for instance, that we have systems that are able to learn loops and we have some techniques to do this, for instance, a long- and short-term memory and a few other tricks, but they’re nowhere near what people can do so far. And it’s not quite clear how much work needs to be done to extend these systems into what people can do. It could be that it’s very simple. It could be that it’s going to take a lot of research. The dire view, which is more the traditional view, is that human minds have a lot of complexity, that you need to build a lot of functionality into it, like in Minsky's society of mind, to get to all the tricks that people are up to. And if that is the case then it might take a very long time until we have re-created all these different functional mechanisms. But I don’t think that it’s going to be so dire, because our genome is very short and most of that codes for a single cell. Very little of it codes for the brain. And I think a cell is much more complicated than a brain. A brain is probably largely self-organizing and built not like clockwork but like a cappuccino—so you mix the right ingredients and then you let it percolate and then it forms a particular kind of structure. So I do think, because nature pulls it off pretty well in most of the cases, that even though a brain probably needs more complexity than a cappuccino—dramatically more—it’s going to be much simpler than a very complicated machine like a cell.
A.I. can perform tricks, but can it truly think? Cognitive scientist Joscha Back explains where we are on the path to artificial general intelligence, and where we need to be. The human mind can invent its own code and create models of arbitrary things—including itself—but we don't know how to build a mind quite like that just yet. To achieve A.G.I., will programmers have to re-create every single functional mechanism of the human brain? There are many schools of thought, but Bach's perspective is that the tinkering may not have to be as granular as many assume. Creating a mind may even be simpler (relatively speaking) than creating a single cell. Why? Because the human brain, says Bach, is less like clockwork and more like a cappuccino. "You mix the right ingredients and then you let it percolate and then it forms a particular kind of structure. So I do think, because nature pulls it off pretty well in most of the cases, that even though a brain probably needs more complexity than a cappuccino—dramatically more—it’s going to be much simpler than a very complicated machine like a cell,' he says. Joscha Bach's latest book is Principles of Synthetic Intelligence PSI: An Architecture of Motivated Cognition (Oxford Series on Cognitive Models and Architectures)
Educators and administrators must build new supports for faculty and student success in a world where the classroom might become virtual in the blink of an eye.
- If you or someone you know is attending school remotely, you are more than likely learning through emergency remote instruction, which is not the same as online learning, write Rich DeMillo and Steve Harmon.
- Education institutions must properly define and understand the difference between a course that is designed from inception to be taught in an online format and a course that has been rapidly converted to be offered to remote students.
- In a future involving more online instruction than any of us ever imagined, it will be crucial to meticulously design factors like learner navigation, interactive recordings, feedback loops, exams and office hours in order to maximize learning potential within the virtual environment.
A study finds people are more influenced by what the other party says than their own. What gives?
- A new study has found evidence suggesting that conservative climate skepticism is driven by reactions to liberal support for science.
- This was determined both by comparing polling data to records of cues given by leaders, and through a survey.
- The findings could lead to new methods of influencing public opinion.
Mind the cues<div class="rm-shortcode" data-media_id="CabkeAzx" data-player_id="FvQKszTI" data-rm-shortcode-id="169377c88f392a86f6c42180b74820a5"> <div id="botr_CabkeAzx_FvQKszTI_div" class="jwplayer-media" data-jwplayer-video-src="https://content.jwplatform.com/players/CabkeAzx-FvQKszTI.js"> <img src="https://cdn.jwplayer.com/thumbs/CabkeAzx-1920.jpg" class="jwplayer-media-preview" /> </div> <script src="https://content.jwplatform.com/players/CabkeAzx-FvQKszTI.js"></script> </div> <p>The gulf in accepting the science behind climate change also exists among party elites. It is well known to any American who is attentive to the news, as party leaders are often more than willing to discuss their take to journalists.</p><p>Using polling data going back to the 1980s, the researchers were able to create a chart showing the aggregate amount of climate skepticism among the general population. A similar diagram showing the Republicans' skepticism dating back to 2001 was sourced from a previous, similar study. It was shown to be highly correlated with the one produced for this study.</p><p>These charts were compared with media content from prominent newspapers that included implicit or explicit stances on climate change by significant political figures. These thousands of articles were classified by using key terms and which major political figures were quoted or referenced. The researchers compared the number of cues over time to measured skepticism and looked for "<a href="https://en.wikipedia.org/wiki/Granger_causality" target="_blank">Granger causality</a>," the tendency for one variable to predict the future value of another variable.</p><p>The model shows evidence of both in and out-group cue effects, though the repulsion to out-group cues was much more evident. A significant increase in Democratic cues in favor of climate science was followed by a rise in skepticism among Republican voters. Importantly, the cues lead, rather than follow opinion, and do so with consistency. Changes in view did not predict changes in the number or direction of cues. </p><p>The researchers also surveyed nearly 3000 adults to demonstrate the concept. This involved showing them a statement on the scientific consensus around climate change and a cue from either a Republican or a Democrat. This test confirmed the previous observation and provided further support for the notion that signals from leaders cause an increase in skepticism among some respondents.</p><p>Before my left-leaning and Democratic readers get too smug, this research references previous studies demonstrating a similar effect in the lead up to the Iraq War. However, in that case, the Democratic Party elites' mixed messages were countered by a Republican Party united behind the idea of invasion. The effect on the Democratic party rank and file was similar to that observed in this case. </p><p>Several other studies have examined effects similar to this for other issues. This study's importance is its focus on out-group cues and the effort placed into demonstrating a causal relationship between the statements of certain party elites and public opinion. Most previous studies focused purely on in-group cues or failed to differentiate between the two. </p>
Can thinking about the past really help us create a better present and future?
- There are two types of counterfactual thinking: upward and downward.
- Both upward and downward counterfactual thinking can be positive impacts on your current outlook - however, upward counterfactual thinking has been linked with depression.
- While counterfactual thinking is a very normal and natural process, experts suggest the best course is to focus on the present and future and allow counterfactual thinking to act as a motivator when possible.
“Upward” versus “downward” counterfactual thinking<img type="lazy-image" data-runner-src="https://assets.rebelmouse.io/eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpbWFnZSI6Imh0dHBzOi8vYXNzZXRzLnJibC5tcy8yMzQ1NDYxOS9vcmlnaW4uanBnIiwiZXhwaXJlc19hdCI6MTY0NDM2MDY2OX0.njWs1qrV1vDBxU1V75tUduUW4TjJvEHglDWsK8ZF2l4/img.jpg?width=1245&coordinates=0%2C556%2C0%2C209&height=700" id="a15fa" class="rm-shortcode" data-rm-shortcode-id="98314d4d2b256ed08f42d369fe4ae080" data-rm-shortcode-name="rebelmouse-image" alt="concept of man thinking about the past one line drawing counterfactual thinking" />
What are upward and downward counterfactual thinking?
Image by one line man on Shutterstock<p><strong>What is upward counterfactual thinking?</strong></p><p>Upward counterfactual thinking happens when we look at a scenario and ask ourselves "what if" in terms of how our life could have turned out better. </p><p>Examples of upward counterfactual thinking are: </p><ul><li><em>"I wish I had taken that other job instead of this one 10 years ago - my life would be so much better if I had." </em></li><li><em>"I wish I would have gotten the part in that high school play, maybe I could have gotten into a theatre school and became an actor…"</em> </li></ul><p>Both of these examples have the ideology that if you had made different choices, your life right now would be improved. </p><p><strong>What is downward counterfactual thinking?</strong></p><p>Downward counterfactual thinking is, naturally, the opposite of upward counterfactual thinking in that we think about how things could have been worse if other decisions had been made. </p><p>Examples of downward counterfactual thinking are: </p><ul><li><em>"I'm so thankful I studied secondary education in university instead of psychology like I had originally planned - I love teaching high school kids and I never would have gotten to do that…" </em></li><li><em>"I'm so happy I left David when I got the chance, I can't imagine still being in an unhappy marriage with someone who doesn't support me…"</em> </li></ul><p>In these examples, we see the idea that if you had made different choices your life would not be as good as it is right now. </p>
How counterfactual thinking can impact your life<img type="lazy-image" data-runner-src="https://assets.rebelmouse.io/eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpbWFnZSI6Imh0dHBzOi8vYXNzZXRzLnJibC5tcy8yMzQ1NDYxNy9vcmlnaW4uanBnIiwiZXhwaXJlc19hdCI6MTYyNjI2MDQxOX0.DIVQ-Yk0d6yE3tc743MH1Fz2pOg1TGHLmhp8dPp9UdY/img.jpg?width=1245&coordinates=0%2C0%2C0%2C0&height=700" id="522d7" class="rm-shortcode" data-rm-shortcode-id="da7df6ad916b043e3610223900d0f8df" data-rm-shortcode-name="rebelmouse-image" alt="man thinking what if written on chalkboard" />
How do upward and downward counterfactual thinking impact your life?
Photo by Brasil Creativo on Shutterstock<p>While many people don't see the point in "what if" scenarios, various studies have found that downward counterfactual thinking can be more associated with psychological health compared with upward counterfactual thinking. Not only that, but research has also shown upward counterfactual thinking can be linked with current and future depression.</p> <p><strong>Downward counterfactual thinking tends to be more associated with psychological health </strong></p><p>According to a <a href="http://journal.sjdm.org/jdm06136.pdf" target="_blank">2000 study</a>, downward counterfactual thinking can be linked with better psychological health compared to upward counterfactual thinking. More importantly, in cases where downward counterfactual thinking did lead to negative feelings, those feelings acted as something of a motivator for people to take productive actions to better their current situation. </p> <p><strong>Upward counterfactual thinking tends to be more associated with depression </strong></p><p><a href="https://www.sciencedirect.com/science/article/abs/pii/S0272735816301714#:~:text=An%20upward%20counterfactual%20(as%20opposed,Markman%20and%20McMullen%2C%202003)." target="_blank">According to a 2017 study</a> that pooled a sample of over 13,000 respondents, thoughts about "better outcomes" and regret (upward counterfactual thinking) were associated with current and future depression. </p> <p><strong>Downward counterfactual thinking can actually improve your relationships and is more often engaged in by women than men.</strong></p><p>In a <a href="https://dspace.sunyconnect.suny.edu/bitstream/handle/1951/67589/Studer_Thesis.pdf?sequence=1&isAllowed=y" target="_blank">2016 research paper submitted</a> to the Department of Psychology at the State University of New York at New Paltz, downward counterfactual thinking in regards to romantic relationships was associated with relatively positive relationship outcomes. Interestingly, women were more likely than men to engage in downward counterfactual thinking about their romantic life. </p> <p><strong>Upward counterfactual thinking can have some benefits in certain scenarios. </strong></p><p>When we look back after a failed test and think "I wish I would have studied more" - this motivates us to study harder the next time a test comes up. In this way, upward counterfactual thinking (or the negative version of "what if") can actually benefit us. </p> <p><strong>This can be difficult, though, because much of the time upward counterfactual thinking is more associated with a pessimistic outlook that can be unmotivating. </strong></p> <p>Thinking in the past tense can be motivational (and even healthy) at times, but the best thing to do is look forward. </p><p>While counterfactual thinking as a whole can be used to motivate us to make better choices or appreciate where we are in life, <a href="https://www.psychologytoday.com/us/blog/darwins-subterranean-world/201809/the-psychology-what-if" target="_blank">this Psychology Today</a> article suggests that we should come up with ways to move on and focus on the present and the future instead of the past. Using counterfactual thinking as a motivational tool can be very helpful if we don't get stuck in the "what if" mindset that tends to pull us out of the present and back into the past, where things will always remain the same. </p>
Why do so many people encounter beings after smoking large doses of DMT?
- DMT is arguably the most powerful psychedelic drug on the planet, capable of producing intense hallucinations.
- Researchers recently surveyed more than 2,000 DMT users about their encounters with 'entities' while tripping, finding that respondents often considered these strange encounters to be positive and meaningful.
- The majority of respondents believed the beings they encountered were not hallucinations.
What are DMT beings?<p>Do DMT entities actually exist in some other dimension, or are they hallucinations that the brain generates when its visual processing system is overwhelmed by a powerful tryptamine?<br></p><p>The late American ethnobotanist Terence McKenna believed that DMT beings — which he called "machine elves" — were real. Here's how he once <a href="https://www.ranker.com/list/dmt-machine-elves-facts/inigo-gonzalez" target="_blank">described</a> one of his DMT experiences:</p><p style="margin-left: 20px;">"I sank to the floor. I [experienced] this hallucination of tumbling forward into these fractal geometric spaces made of light and then I found myself in the equivalent of the Pope's private chapel and there were insect elf machines proffering strange little tablets with strange writing on them, and I was aghast, completely appalled, because [in] a matter of seconds... my entire expectation of the nature of the world was just being shredded in front of me. I've never actually gotten over it.</p><p style="margin-left: 20px;">These self-transforming machine elf creatures were speaking in a colored language which condensed into rotating machines that were like Fabergé eggs but crafted out of luminescent superconducting ceramics and liquid crystal gels. All this stuff was just so weird and so alien and so un-English-able that it was a complete shock — I mean, the literal turning inside out of [my] intellectual universe!"</p><p>McKenna believed machine elves exist in alternate realities, which form a "<a href="https://www.irishtimes.com/culture/books/old-favourites-the-archaic-revival-1991-by-terence-mckenna-1.3924887" target="_blank">raging universe of active intelligence that is transhuman, hyperdimensional, and extremely alien.</a>" But he was far from the first to believe that DMT is a doorway to other realms.</p><p>Indigenous peoples of the Amazon basin have used ayahuasca in religious ceremonies for centuries, though no one is quite sure when they first started experimenting with the psychedelic brew. The Jibaro people of the Ecuadorian rainforest believed ayahuasca allowed regular people, not just shamans, to <a href="https://atrium.lib.uoguelph.ca/xmlui/bitstream/handle/10214/17902/RichardsonG_202004_HonThesis.pdf?sequence=3" target="_blank">speak directly to the gods</a>. The 19th-century Ecuadorian geographer Villavicencio wrote of other Amazonian shamans who used ahaysuca (known as the "vine of the dead") to contact spirits and foresee enemy battle plans.</p><p>In the West, research on DMT experiences has been sparse yet interesting. The psychiatrist Rick Strassman conducted some of the first human DMT trials at the University of New Mexico in the early 1990s. He found that <a href="https://www.erowid.org/chemicals/dmt/dmt_article3.shtml" target="_blank">"at least half"</a> of his research subjects had encountered some form of entity after taking DMT.</p><p style="margin-left: 20px;">"I was neither intellectually nor emotionally prepared for the frequency with which contact with beings occurred in our studies, nor the often utterly bizarre nature of these experiences," Strassman wrote in his book "DMT The Spirit Molecule".</p>
Manuel Medir / Getty<p style="margin-left: 20px;">"Whenever I tried to pull any information out of the entities regarding themselves, the data that was given up was always relevant only to me. The elves could not give me any piece of data I did not already know, nor could their existence be sustained under any kind of prolonged scrutiny."</p><p>It's also worth noting that not all people who smoke DMT see beings, and that some see beings that look <a href="https://www.erowid.org/chemicals/dmt/dmt_article3.shtml" target="_blank">nothing like elves or aliens</a>. The diversity of these reports seems to count against the argument that DMT beings exist in some objective alternate reality.</p><p>In other words, if DMT beings exist in some other dimension, shouldn't they appear the same to anyone who visits that dimension? Or do the beings assume a different appearance based on who's looking? Or are there many types of beings in the DMT universe, but most look like elves? </p><p>You might start seeing elves just trying to sort this stuff out.</p><p>Ultimately, nobody knows exactly why DMT beings take the forms they do, or whether they're just figments of overstimulated imaginations. And the answers might be beside the point. </p><p>In the recent survey, 60 percent of participants said their encounter with DMT beings "produced a desirable alteration in their conception of reality whereas only 1% indicated an undesirable alteration in their conception of reality."</p><p>DMT beings may be nothing more than projections of the subconscious mind. But these bizarre encounters do help some people find real meaning, whether it's through personal revelation or the raw power of ontological shock.</p>
Despite fact check campaigns, anti-vaccination influence is growing.
- Despite announcing plans to combat disinformation, anti-vax groups continue to gain influence on Facebook.
- An analysis of over 1,300 Facebook pages with 100 million followers shows that anti-vaccination agendas are having a profound impact.
- Only 50 percent of Americans are certain they'll receive an approved COVID-19 vaccine.
Facebook announces plan to 'tackle vaccine misinformation'<span style="display:block;position:relative;padding-top:56.25%;" class="rm-shortcode" data-rm-shortcode-id="997c512b8b8afcd4db98fdb7ece75680"><iframe type="lazy-iframe" data-runner-src="https://www.youtube.com/embed/ZTZ3Lq67yiY?rel=0" width="100%" height="auto" frameborder="0" scrolling="no" style="position:absolute;top:0;left:0;width:100%;height:100%;"></iframe></span><p>This trend is having real-world consequences. Only <a href="https://www.sciencemag.org/news/2020/06/just-50-americans-plan-get-covid-19-vaccine-here-s-how-win-over-rest" target="_blank">half of Americans</a> are willing to get a coronavirus vaccine, with a quarter wavering and a quarter against. While we should be confident of efficacy—gossip about a <a href="https://www.webmd.com/lung/news/20200511/covid-19_vaccine_by_fall_possible_but_at_what_cost" target="_blank">vaccine arriving in the Fall</a> is ambitious and potentially unsafe—the idea that a quarter of the country will refuse any vaccine is a potential public health disaster (as if we're not experiencing one now).</p><p>Making matters worse, we can't fight disinformation with data. No matter how many articles <a href="https://bigthink.com/coronavirus/the-plandemic" target="_self">debunk Plandemic</a>, Mikki Willis gains momentum. Do <a href="https://www.facebook.com/mikki.willis/posts/2875973472513592" target="_blank">27,000 doctors</a> really support his efforts to "reform our corrupt global healthcare systems?" There's no way to tell, but that's the thing about Facebook: it doesn't have to be true. Willis's claim, which he made in conjunction with a fundraising effort for the film, has been shared 4.4k times. Convincing his fanbase that perhaps tens of thousands of doctors aren't on board will be a Herculean task. </p><p>Media Matters notes the official-sounding National Vaccine Information Center (NVIC), which, though sounding governmental, opposes every effort to vaccinate children. Beginning in February, the organization's website started publishing a "<a href="https://www.nvic.org/vaccines-and-diseases/Reports/covid-19.aspx" target="_blank">special report</a>" on COVID-19, laying the groundwork for vaccination disinformation. </p><p style="margin-left: 20px;">"The first three installments of the 'special report' adopt right-wing themes unrelated to vaccines, such as the claim that public health orders that promote social distancing result in a 'loss of civil liberties' and subject Americans to 'quarantine shaming.' The fourth installment, published on March 29, includes the first attacks on vaccine development in the series … The fifth installment of the 'special report,' published on April 1, frames the vaccine development efforts of pharmaceutical companies and other entities as a cash grab."</p>
A truck with writing "JESUS IS MY VACCINE" drives by demonstrators rallying outside the Pennsylvania Capitol Building to protest the continued closure of businesses due to the coronavirus pandemic on May 15, 2020 in Harrisburg, Pennsylvania.
Photo by Mark Makela/Getty Images<p>The irony is that NVIC's Facebook page is listed as an "Educational Research Center." Just today the organization posted about the <a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2831678/" target="_blank">long-disproven link between the measles vaccine and autism</a> (via Robert F. Kennedy's anti-vax organization, Children's Health Defense), <a href="https://www.vice.com/en_ca/article/wxevj5/the-coronavirus-truthers-dont-believe-in-public-health" target="_blank">opportunist Joseph Mercola</a>'s questioning whether the COVID-19 surge in Texas has anything to do with the novel coronavirus, and conspiracy theory-rich GreenMedInfo, whose founder traffics in ridiculous ideas, such as <a href="https://www.facebook.com/watch/?v=1720256541450732" target="_blank">germ theory being false</a>. </p><p>And so here we are: instead of reporting on pressing global issues, Reuters has to <a href="https://www.reuters.com/article/uk-factcheck-metal-strip-medical-masks-5/fact-check-metal-strip-in-medical-masks-is-not-a-5g-antenna-idUSKBN24A2O1?fbclid=IwAR2nqo5OaXP3unV7v3jOhtdGY5JjivJgyBSqrKcW0pcEJfhdGWieDb1K5C8" target="_blank">fact check</a> whether the metal strip in face masks is really a 5G antenna or if Wayfair is <a href="https://www.reuters.com/article/uk-factcheck-wayfair-human-trafficking/fact-check-no-evidence-linking-wayfair-to-human-trafficking-operation-idUSKCN24E2M2" target="_blank">involved in human trafficking</a>. (The woman that posted the "medical doctor" video above is convinced Amazon is involved as well.) No matter how ridiculous these sound—and they should, to any functioning adult—common sense is losing ground: an <a href="https://www.sciencemag.org/news/2020/05/vaccine-opponents-are-gaining-facebook-battle-hearts-and-minds-new-map-shows" target="_blank">analysis</a> of over 1,300 Facebook pages with 100 million followers shows that anti-vax agendas are becoming more influential.</p><p>When the printing press was first invented, <a href="https://apple.news/Agz3WmeyWTEKLg-9yHo2BMA" target="_blank">anyone could hire a printer</a>. The idea of objective news took some time to work out, and it is questionable that it ever did get worked out. But we're in a truly disturbing place when one of the most effective therapeutics ever discovered—the <a href="https://www.tmrjournals.com/tmr/EN/abstract/abstract321.shtml" target="_blank">millennia-old idea</a> of allowing the body to build up immunity by introducing a small dose of an offending agent—is being used as, what? A political tool? An ideological battering ram? An apocalyptic battle song sung by the woke as they laugh at all the silly sheeple? </p><p>It's impossible to tell what the end game is. Being contrarian is now its own currency. Whether or not your agenda accomplishes anything is secondary to just being on the team—a participation trophy for simply showing up. Putting in the intellectual and emotional effort demanded by the complex and nuanced realm of science is proving too much for America to tolerate. When a nation descends into such intolerance, anything becomes possible. </p><p>--</p><p><em>Stay in touch with Derek on <a href="http://www.twitter.com/derekberes" target="_blank">Twitter</a>, <a href="https://www.facebook.com/DerekBeresdotcom" target="_blank">Facebook</a> and <a href="https://derekberes.substack.com/" target="_blank">Substack</a>. His next book is</em> "<em>Hero's Dose: The Case For Psychedelics in Ritual and Therapy."</em></p>