Monday, July 26, 2021

Meta-Materials Mega-Thread

The phrase "metallic-organic framework" (MOF) has been appearing in headlines with more frequency, seemingly out of nowhere. Then again, when the material science revolution is fully underway, we will also wonder where the heck it came from. 

MOFs fall into the same general category as meta-materials, related to nano-this and graphene-that. These articles are a reminder that we're in for a whole new world. Kind of like what plastic did for the post-war world we live in today, or the synthetic chemical revolution of the late 1800's that gave our world "colors". 

Image credit: Metal Organic Framework by Mike Gipple at NETL

Programmable synthetic materials
Aug 2020, phys.org
In the future, MOFs could form the basis of programmable chemical molecules: for instance, an MOF could be programmed to introduce an active pharmaceutical ingredient into the body to target infected cells and then break down the active ingredient into harmless substances once it is no longer needed. Or MOFs could be programmed to release different drugs at different times.

via University of California Berkeley: Sequencing of metals in multivariate metal-organic frameworks, Science (2020). DOI: 10.1126/science.aaz4304 
Breakthrough technology purifies water using the power of sunlight
Aug 2020, phys.org
Metal-organic frameworks are a class of compounds consisting of metal ions that form a crystalline material with the largest surface area of any material known. In fact, MOFs are so porous that they can fit the entire surface of a football field in a teaspoon.

via Monash University: A sunlight-responsive metal–organic framework system for sustainable water desalination, Nature Sustainability (2020). DOI: 10.1038/s41893-020-0590-x
Study shows promising material can store solar energy for months or years
Dec 2020, phys.org
In tests, the researchers exposed the material to UV light, which causes the azobenzene molecules to change shape to a strained configuration inside the MOF pores. This process stores the energy in a similar way to the potential energy of a bent spring. Importantly, the narrow MOF pores trap the azobenzene molecules in their strained shape, meaning that the potential energy can be stored for long periods of time at room temperature.

The energy is released again when external heat is applied as a trigger to 'switch' its state, and this release can be very quick—a bit like a spring snapping back straight. This provides a heat boost which could be used to warm other materials of devices.

Further tests showed the material was able to store the energy for at least four months. This is an exciting aspect of the discovery as many light-responsive materials switch back within hours or a few days. The long duration of the stored energy opens up possibilities for cross-seasonal storage.

via by Lancaster University: Kieran Griffiths et al, Long-Term Solar Energy Storage under Ambient Conditions in a MOF-Based Solid–Solid Phase-Change Material, Chemistry of Materials (2020). DOI: 10.1021/acs.chemmater.0c02708
Physicists create tunable superconductivity in twisted graphene 'nanosandwich'
Feb 2021, phys.org

Come on with that name though.

via Massachusetts Institute of Technology: Tunable strongly coupled superconductivity in magic-angle twisted trilayer graphene, Nature (2021). DOI: 10.1038/s41586-021-03192-0

Flash graphene rocks strategy for plastic waste
Oct 2020, phys.org
It's called flashing -- expose plastic waste to eight seconds of high-intensity alternating current, followed by the DC jolt. You'll get turbostratic graphene. Yes, graphene from garbage. $125 of electricity turns a ton of plastic into a ton of graphene.
via Rice University: Wala A. Algozeeb et al, Flash Graphene from Plastic Waste, ACS Nano (2020). DOI: 10.1021/acsnano.0c06328
Researchers use origami to solve space travel challenge
Dec 2020, phys.org

Origami bellow-bag fuel storage containers.

via Washington State University: Kjell Westra et al, Compliant Polymer Origami Bellows in Cryogenics, Cryogenics (2020). DOI: 10.1016/j.cryogenics.2020.103226

DNA origami enables fabricating superconducting nanowires
Jan 2021, phys.org
 
via the American Institute of Physics: "DNA origami-based superconducting nanowires" AIP Advances, aip.scitation.org/doi/10.1063/5.0029781

Researchers turn coal powder into graphite in microwave oven
Jan 2021, phys.org
Using copper foil, glass containers and a conventional household microwave oven, University of Wyoming researchers have demonstrated that pulverized coal powder can be converted into higher-value nano-graphite.

"By cutting the copper foil into a fork shape, the sparks were induced by the microwave radiation, generating an extremely high temperature of more than 1,800 degrees Fahrenheit within a few seconds," says Masi, lead author of the paper. "This is why you shouldn't place a metal fork inside a microwave oven."

via University of Wyoming: Christoffer A. Masi et al, Converting raw coal powder into polycrystalline nano-graphite by metal-assisted microwave treatment. Nano-Structures & Nano-Objects Volume 25, 2021, 100660, ISSN 2352-507X, doi.org/10.1016/j.nanoso.2020.100660
'Magnetic graphene' forms a new kind of magnetism
Feb 2021, phys.org

via University of Cambridge: Matthew J. Coak et al. 'Emergent Magnetic Phases in Pressure-Tuned van der Waals Antiferromagnet FePS3.' Physical Review X (2021). DOI: 10.1103/PhysRevX.11.011024

A new way to make wood transparent, stronger and lighter than glass
Feb 2021, phys.org
The conventional method for making wood transparent involves using chemicals to remove the lignin—a process that takes a long time, produces a lot of liquid waste and results in weaker wood. In this new effort, the researchers have found a way to make wood transparent without having to remove the lignin.

The process involved changing the lignin rather than removing it. The researchers removed lignin molecules that are involved in producing wood color. First, they applied hydrogen peroxide to the wood surface and then exposed the treated wood to UV light (or natural sunlight). The wood was then soaked in ethanol to further clean it. Next, they filled in the pores with clear epoxy to make the wood smooth.

via University of Maryland: Qinqin Xia et al. Solar-assisted fabrication of large-scale, patternable transparent wood, Science Advances (2021). DOI: 10.1126/sciadv.abd7342
Japan developing wooden satellites to cut space junk
Dec 2020, BBC News

Wednesday, July 21, 2021

Just Lévy Things

Lévy patterns are one of the craziest things there is; proof that free will is an illusion, and one of those typically invisible patterns that can be used to predict our behavior (and to mimic our behavior, for those of us making artificial humans).

It happens all over the place, from the way animals forage, to the way our eyes move across a computer screen. It's one of those universal laws that happens in biology and in physics too (called Brownian walk, or Brownian motion). But you might remember it more easily by calling it simply "foraging behavior", a mixture of small random movements with less frequent larger movements.

It's no secret that we do this; our eyes get mapped when we look at websites to figure out how to make us click-buy uncontrollably. Hidden cameras in retail shops do the same thing. Pedestrian traffic, vehicle traffic, pandemics even, you name it. 

What we don't know is the full "why" of Lévy walks. Why use such a chaotic approach; wouldn't a more rational approach get better results? Researchers at RIKEN made a simulation that found Lévy patterns popping up spontaneously at critical moments such as the edge between Exploitation vs Exploration -- for example when an animal has to decide whether to exploit areas that are already known to be beneficial, versus exploring for new areas.

You know exploit/explore, it's how you decide where to eat dinner -- on those nights when Old Trusty just isn't cutting it, then it's time to explore. But at the same time, you can't "explore" every night, or going out to eat would be exhausting, and less rewarding in general. So the next time you're at that critical juncture, just let the chaos take over. Or, soon enough, let the Lévy algorithm do it for you.
 
Chaotic Lévy walks are a good strategy for animals
Sep 2020, phys.org

via the RIKEN Center: Masato S. Abe. Functional advantages of Lévy walks emerging near a critical point, Proceedings of the National Academy of Sciences (2020). DOI: 10.1073/pnas.2001548117

See Also:
Pedestrians at crosswalks found to follow the Lévy walk process
Apr 2019, phys.org

Musical melodies obey same laws as foraging animals
Jan 2016, phys.org

Post Script:
When you see RIKEN Center being involved, you know you're in for some cool stuff. 

Tuesday, July 20, 2021

Anthromimesis at the Crossroads

It's all coming together, anthropogenic planets, anthromimetic algorithms and of course extraterrestrials. 


The science-fiction scenario of an artificial planet is already here
Feb 2021, phys.org

"The global mass produced by man exceeds all living biomass. We find that Earth is exactly at the crossover point; in the year 2020 (±6), the anthropogenic mass, which has recently doubled roughly every 20 years, will surpass all global living biomass."

via the Weizmann Institute of Science in Israel: Emily Elhacham et al. Global human-made mass exceeds all living biomass, Nature (2020). DOI: 10.1038/s41586-020-3010-5

Teaching AI agents to communicate and act in fantasy worlds
Nov 2020, phys.org

They're called Agents. And they live in simulated realities. One day they'll invite us over for dinner.

"Researchers at Georgia Institute of Technology and Facebook AI Research have recently explored the possibility of equipping goal-driven agents with NLP [natural language processing] capabilities so that they can speak with other characters and complete desirable actions within fantasy game environments."

Ammanabrolu et al., How to motivate your dragon: teaching goal-driven agents to speak and act in fantasy worlds. arXiv:2010.00685 [cs.CL]. arxiv.org/abs/2010.00685

Using game-theory to look for extraterrestrial intelligence
Oct 2020, phys.org

The SETI paradox says that we haven't discovered signals from aliens because they're afraid it might draw the attention of adversaries. But game theory says that the one who has the least to lose signals first. Or in other words, the one who has more access to information signals first. 

Unbelievably, this narrows the search down to just one exoplanet: K2-155d. It's suggested that because it's more visible to us than the other way around, that we be the first to send a signal.

Eamonn Kerins. Mutual detectability: a targeted SETI strategy that avoids the SETI Paradox, arXiv:2010.04089 [astro-ph.EP] , arxiv.org/abs/2010.04089

Partially related, my theory for world peace is to unite the world against the probability of an alien race attacking Earth. I take this idea from the book Three Body Problem where they spend hundreds of years preparing for the arrival of an alien race that may or may not destroy them. All the resources of the entire population of Earth are brought together to solve this problem.

There can't be world peace without a world enemy. So we should create one. Or rather, the probability of one. Which shouldn't be too hard. What's the chances, and how far away are they, and so how long would it take for them to get to us. Now we work backwards, and set a long term plan to solve the problem, together. 

Don't Look Now

Private-equity firm revives zombie fossil-fuel power plant to mine bitcoin
May 2021, Ars Technica

Can't beat that headline though.

Image credit: A picture of a crypto mining farm in Nadvoitsy Russia, stolen from the internet.

This is now the first example of a power plant, coal or otherwise, that's dedicated exclusively to mining. Consider that the choke point for mining coin is ultimately the cost of electricity, and if you're generating your own electricity, well then you've got a good deal going on. The upstate New York power plant, called Greenridge, will produce 500 MW of mining capacity by 2025, and last year they mined 1,186 bitcoin at a cost of $2,869 per coin. 

People are so busy talking trash about this, they haven't had time to recognize it's actually an improvement in efficiency, since the power isn't being transported anywhere. 

I thought I had something to say about the relative climate impact of crypto, until I asked some very rudimentary questions. Here's some answers:

A person in the United States is consuming somewhere around 30 kilowatt hours per day.
The Gaza Strip is at the bottom of the list at 0.0002 kWh per person per day.
Somalia, currently in famine, is at 0.05 kWh.
Guatemala, just chosen at random, is at 6.7 kWh.
Kazakhstan, where much of the Chinese mining has moved since the crackdown, at 13.5 kWh.

A bitcoin transaction, on the other hand is worth about 1,500 kWh.

Monday, July 19, 2021

To Synchronize is Human

aka Sync or Swarm
aka Sync and Share

To synchronize is only human. No need to resist. The meatnet is our future.

Robot swarms follow instructions to create art
Oct 2020, phys.org

One of those things that I should be really excited about but I'm not because I thought we were doing this like ten years ago: "This system could allow artists to control the robot swarm as it creates the artwork in real time". Now if we got swarms of artists to control swarms of robots in real time?

Image credit: I had to take this picture of synchronized fireflies from the New York Times, because this article just came out. 

How you and your friends can play a video game together using only your minds
July 2019, University of Washington News

A University of Washington team is doing telepathic collective problem-solving. It's called BrainNet. Three people play a Tetris by talking to each other with their brain waves and wireless signal. I don't know why this doesn't freak me out as much as the networked monkey brains

Playing Tetris by committee
May 2019, BBC

Similar to the above article, this one from UC Davis -- The Octopad it's called. It's a single button controller where each player can only do one movement in the game, forcing consensus between players.

Shared control allows a robot to use two hands working together to complete tasks
May 2019, phys.org

Bimanual robot manipulation by sharing control with a human being. "A more fully capable augmented assistant".

Spontaneous robot dances highlight a new kind of order in active matter
Jan 2021, phys.org

This article has it all: microrobotic swarms, active matter, metamaterials and smarticles. The scientists propose a new principle where active matter systems spontaneously order. Something about "low rattling" states.

Fish-inspired robots coordinate movements without any outside control
Jan 2021, phys.org

From the lab that brought you the 1,000-robot Kilobot swarm and the termite-inspired robotic construction crew.

Researchers develop a mathematical model to explain the complex architecture of termite mounds
Jan 2021, phys.org

"Here is an example where we see that the usual division between the study of nonliving matter and living matter breaks down," said Mahadevan. "The insects create a micro-environment, a niche, in response to pheromone concentrations. This change in the physical environment changes the flow of pheromones, which then changes the termite behaviors, linking physics and biology through a dynamic architecture that modulates and is modulated by behavior."

Valve’s Gabe Newell imagines “editing” personalities with future headsets
Jan 2021, Ars Technica

"Russian forest". Video game makers are thinking about virtual reality. But they're also thinking about controlling your brain with a computer, or vice versa. 

Scientists create new class of “Turing patterns” in colonies of E. coli
Feb 2021, Ars Technica

Some sci fi shit right here. It might not seem like a synchronization thing at first, but it will be. Keep an eye out for the activator-inhibitor morphogens that make leopard spots and tiger stripes, because they will also me making decisions for you in the future. 

Scientists prove Turing patterns manifest at nanoscale
Jul 2021, phys.org

It's algorithms all the way down -- these patterns are found in the positions of individual atoms. But what's more: "The finding of the mysterious Bi stripes was serendipitous".

Implanted wireless device triggers mice to form instant bond
May 2021, phys.org

GTFO. First of all, "remote-control social interactions among pairs or groups of mice". Actually, that's all. 
For the first time ever, Northwestern engineers and neurobiologists have wirelessly programmed—and then deprogrammed—mice to socially interact with one another in real time. The advancement is thanks to a first-of-its-kind ultraminiature, wireless, battery-free and fully implantable device that uses light to activate neurons.

via Northwestern University: Wireless multilateral devices for optogenetic studies of individual and social behaviors, Nature Neuroscience (2021). DOI: 10.1038/s41593-021-00849-x
Post Script:
Women's menstrual cycles temporarily synchronize with moon cycles
Jan 2021, phys.org

Also:

Friday, July 16, 2021

Artificial Influence

AI can now learn to manipulate human behavior
Feb 2021, phys.org

Three different experiments -- one where the AI learned the human "choice patterns" and then used that info to influence future choices (70% effective), another where they arranged a particular sequence to get the participants to make mistakes (25% increase in mistakes), and another where the player is manipulated on how to invest money, and it could either maximize the amount invested, or fairly distribute it ("highly successful" at both). Did someone mention high frequency trading?

via CSIRO's Data61 in Australia: Amir Dezfouli et al. Adversarial vulnerabilities of human decision-making, Proceedings of the National Academy of Sciences (2020). DOI: 10.1073/pnas.2016921117

Robots can use eye contact to draw out reluctant participants in group interactions
Mar 2021, phys.org

You should be a little creeped out by this: "By redirecting its gaze to less proficient players, a robot can elicit involvement from even the most reluctant participants." Also sounds like an inevitable Zoom update for online learning.

via KTH Royal Institute of Technology: Robot Gaze Can Mediate Participation Imbalance in Groups with Different Skill Levels, ACM Digital Library, DOI: 10.1145/3434073.3444670

Using AI to gauge the emotional state of cows and pigs
May 2021, phys.org

And it works on humans too, unless you don't consider Uyghurs human:

AI emotion-detection software tested on Uyghurs
May 2021, BBC News

MeowTalk: Alexa developer’s app to translate cat’s miaow
Nov 2020, BBC News

You won't call it animal telepathy when it comes out, but if you were able to explain it to somebody from the 19th century, that's what they would call it.

Natural language processing helps identify patients with chronic cough
Feb 2021, phys.org

Chronic cough is hard to identify from electronic health records because it doesn't have a diagnostic code. 

This is a great example of how we're at the tipping point in the computer paradigm. Diagnostic codes are a way for us to leverage traditional computer technology. We have to make our data machine-readable for the computers to use it. Like a form of pre-digestion, we chew the food before we give it to them.

But now, the computer is the one who digests the data, and then gives it to us. It's the paradigm in reverse. "Unstructured data?" No problem. Our baby Babbages are all grown up now. 

via Regenstrief Institute, Indiana University School of Medicine and Merck & Co: Michael Weiner et al. Identifying and characterizing a chronic cough cohort through electronic health records, Chest (2020). DOI: 10.1016/j.chest.2020.12.011

Thursday, July 15, 2021

Measure This

I studied sustainable design in graduate school. By the end of my courses, before I even graduated, I was already disillusioned. The moment came during my last final exam. I was asked to run a carbon footprint calculator, inputting variables as close as possible to my living conditions, get the verdict on my contribution to the climate apocalypse (I think we were still calling it global warming at that time), and then give a critical opinion on the utility of such a thing as a carbon calculator. 

Image credit: Calculator, Encyclopedia Britannica

The purpose of the carbon calculator is to give you an idea about how "sustainable" your life is, and as a by-product, to give you some insight into how you can reduce your footprint. (And as I have now come to understand, the real reason for such a thing, by our own deception of course, is to deflect and divert the blame and the responsibility for this mess from consolidated corporate entities to private individuals, like me and you.)

They ask you questions about the square footage of your dwelling, number of windows, wall thickness and insulation values, and a million other things. I ran my numbers, got my expected dose of existential guilt, and proceeded to bash the buttons out of this carbon calculator with my recently-acquired knowledge of building performance, environmental control systems, and life cycle assessments of building materials. 

The calculator had good intentions, but I was just finishing a graduate program -- 7 years of studying how buildings use energy -- and I was not impressed.

For one, the calculator was asking the thickness of my walls and the insulation value (these are the number one variable in your energy usage*), but I was living in a basement at the time, so my walls were half buried in the ground, surrounded by the most insulating thing there is -- year-round 55-degree earth. They asked about square footage, but my ceiling was 12 inches lower than usual, because I was in a basement, which makes the volume of the room that needs to be heated/cooled substantially smaller; no metrics for ceiling height in the calculator. But that was just the beginning. They were asking questions about appliances and Energy Star ratings; I didn't even have a full-sized refrigerator, or a freezer, as a single adult, which is unusual to say the least. There was no option for "no freezer".

They never even got into food or food miles; 75% of my food at the time was coming from the bakery in town and the farm a half mile from my house. You eat a lot of food, which takes lots of energy, but the outsized bulk of that energy comes from moving it from the ground where it's grown to your mouth. I'm writing this from the New York metropolitan area; think how far that is from California, and how many miles per gallon, per pound of food you eat from Trader Joe's, and put that in your carbon calculator.

We had chickens; we fed them grain and they gave us eggs (and eventually chicken soup). Because so much of my food did not come from a supermarket, I had little garbage, and whatever garbage I had was composted or recycled; I didn't use the municipal garbage truck for 7 years. That wasn't measured in the calculator either. I rode my bike to get around as much as I could, and when I couldn't, I was driving a Honda Civic, one of the most fuel-efficient vehicles at the time. When I went on vacation, I took the bus instead of an airplane across the country. No vacation plans in the carbon calculator.  

I was into the challenge. I had joined together the nature-worshipping simplicity of Bodhi Thoreau with the science-based carbon accounting of the 21st century environmentalist movement. This wasn't just about buying an Energy Star refrigerator, this was about a way of life. I had rearranged in intricate detail myriad aspects of my life to lower my carbon impact, and yet my score on this calculator was pretty average.

I was pissed. And then I graduated. And then the American housing market collapsed, taking the world's economy with it, so I never did get a job as a sustainable architect. I survived nonetheless, and over the following decade, my unusual, low-impact, transcendental lifestyle changed by shades until I was putting ice cubes in my water (BTU points) and buying furniture from a store and not a garage sale (embodied energy points). I even had to start using an air conditioner because I moved out of the basement, and it got too hot sometimes, because you know, the climate apocalypse. 

I didn't give up on sustainability, but I did come to a realization about the individual approach to saving the planet -- it all evens out, and you're not making much of a difference. I'm not saying what you do has no effect, but I'll bet you don't realize that for just about every energy-saving task you commit yourself to, there's an energy-wasting by-product attached to that task on the other end that you don't even realize is there. You can't escape it; it's physics. The carbon calculator in the front of your mind is balanced by the calorie calculator in the back.


Just like the planet, we have limits too. And although we often ignore those limits, it doesn't make them go away. Keep filling that Solo cup at the backyard bbq, you know what I mean. Everything has to even out in the end. This report from the University of Geneva agrees:

Mental accounting is impacting sustainable behavior
Oct 2020, phys.org

"Human beings tend to create separate mental budget compartments where specific acts of consumption and payments are linked."

Hanging your clothes out to dry means you might be less likely to separate your recycling; your "sustainability budget" has been all used up. You just bought a brand new super-efficient air conditioner, so you're leaving all the windows open in the house, thinking you can afford a bit more waste now, with all that Energy Star bling.

They call it mental accounting in this report, but it's actually your subliminal physiological calorie counter that's running in the background of your front-end carbon calculator. "Being sustainable" takes energy, both mental and physical. Where do you think single-serving silverware came from?

The point here is to take it easy. I mean, the planet it is going to kill us for sure, but you're not going to stop it on your own by becoming a low-impact warrior. An electric car might help, maybe a weekday vegetarian? But to sacrifice your way of life at the altar of sustainability is not going to do what you think it's going to do. Carbon in, carbon out.

*Solar geometry is actually the most important of all, but it's too unlikely that you won't be able to do anything about. If you can, put the long side facing the south, with awnings angled to block the sun in the summer but allow it in the winter, i.e., solar geometry. 
Just the Gulf of Mexico, on fire. July 2021.

Notes:
via University of Geneva: Ulf J. J. Hahnel et al. Mental accounting mechanisms in energy decision-making and behaviour, Nature Energy (2020). DOI: 10.1038/s41560-020-00704-6

Post Script, on equilibrium and sociothermodynamics:
If you change the order of the questions on a survey, respondents will change their answer, BUT when compiling all the answers, they will always cancel out; ALWAYS, an absolute measure that is almost never seen in social science research: Quantum Question Equality, Network Address, 2014.

Mostly unrelated post script:
Lots of people think astrology and astronomy are the same thing: Astronomological, Network Address, 2014.

Tuesday, July 13, 2021

Artificial Intelligence is Human After All

Medical AI models rely on 'shortcuts' that could lead to misdiagnosis of COVID-19
Jun 2021, phys.org

Very interesting lesson for us humans, in terms of profiling and stereotypes:
The team found that, rather than learning genuine medical pathology, these models rely instead on shortcut learning to draw spurious associations between medically irrelevant factors and disease status. Here, the models ignored clinically significant indicators and relied instead on characteristics such as text markers or patient positioning that were specific to each dataset to predict whether someone had COVID-19.

via  University of Washington: AI for radiographic COVID-19 detection selects shortcuts over signal, Nature Machine Intelligence (2021). DOI: 10.1038/s42256-021-00338-7 

Computer scientist researches interpretable machine learning, develops AI to explain its discoveries
Nov 2020, phys.org

Finally a deep learning machine that can explain how it got its results (something previously not available, hence the term black box AI). Or is this just mansplaining? Nipsplaining.

This Looks Like That: Deep Learning for Interpretable Image Recognition, Chaofan Chen et al, 33rd Conference on Neural Information Processing Systems (NeurIPS 2019), Vancouver, Canada.

Figure 1: Image of a clay colored sparrow and how parts of it look like some learned prototypical parts of a clay colored sparrow used to classify the bird’s species. -source

DeepMind's AlphaZero breathes new life into the old art of chess
Sep 2020, phys.org

Maybe disturbing? We need the robot to help us learn to be human again? To be ... something? Again?

On the topic of playing chess vs practicing chess, and of course, on being human (vs being a computer) -- As chess grandmaster Vladimir Kramnik recently told Wired magazine, "For quite a number of games on the highest level, half of the game—sometimes a full game—is played out of memory. You don't even play your own preparation; you play your computer's preparation."

The solution? Change the game. With the help of AlphaZero, they discovered new variations on the game of chess that would force players to play again for the first time, I guess. Such changes made were to forbid castling, or introduce self-capture, or allow pawns to move two spaces at once. We evolve together. 

Assessing Game Balance with AlphaZero: Exploring Alternative Rule Sets in Chess, arXiv:2009.04374 [cs.AI] 

Post Script:
Research finds some AI advances are over-hyped
June 2020, phys.org
An article in Science magazine assessing the study cites a meta-analysis of information retrieval algorithms used in search engines over a decade though 2019 and found "the high mark was actually set in 2009." Another study of neural network recommendation systems used by streaming services determined that six of the seven procedures used failed to improve upon the simpler algorithms devised years earlier.
But isn't the new wave of neural networks about size? The algorithms themselves are rather simple, but it's the size of the network of gpu's times the size of the dataset that make the system so powerful.

Also, this sure sounds like an argument against the big dogs in tech inhibiting innovation through monopolistic control. 

Monday, July 12, 2021

Artificial Olfactory Camouflage, Deep Forensics and Other Fake News

Scientists used 'fake news' to stop predators from killing endangered birds—and the result was remarkable
Mar 2021, phys.org

There's visual fakes and auditory imposters, but rarely do we get to hear about artificial olfactory camouflage: 
Odors emanating from the shorebirds' feathers and eggs attract these scent-hunting mammals, which easily find the nests.

Five weeks before the shorebirds arrived for their breeding season in 2016, we mixed the odors with Vaseline and smeared the concoction on hundreds of rocks over two 1,000-hectare study sites. We did this every three days, for three months.

The predators were initially attracted to the odors. But within days, after realizing the scent would not lead to food, they lost interest and stopped visiting the site.

via: Grant L. Norbury et al. Misinformation tactics protect rare birds from problem predators, Science Advances (2021). DOI: 10.1126/sciadv.abe4164
Image credit: Hard to believe, but this is a picture of Jezero Crater on Mars, taken by the robot named Perseverance, 2021.

How to spot deepfakes? Look at light reflection in the eyes
Mar 2021, phys.org

From the researchers who brought you the blinkrate solution to deepfake video (the fakes give it away because they blink funny).

This one is similar, and it's because both eyes are supposed to have the same image being reflected. And it happens that way every time, no matter what, because our eyeballs are always symmetrical, something about bilateria or binocular vision.

Whereas deepfake generators are good at picking out the idiosyncrasies, the imperfections, it's the perfect part that are their weakness. And I guess this is one of the few things we have that are perfect. Another one? Blowing spit bubbles out of your mouth, it's the only geometrically perfect thing the human body can create.   

The "Deepfake-o-meter," by the way.

via University at Buffalo: Exposing GAN-generated Faces Using Inconsistent Corneal Specular Highlights. arXiv:2009.11924v2 [cs.CV] arxiv.org/abs/2009.11924

Lawyers used sheepskin as anti-fraud device for hundreds of years to stop fraudsters pulling the wool
Mar 2021, phys.org

Just like modern quantum cryptography:
Legal documents dating from the 13th to 20th century, and have discovered they were almost always written on sheepskin, rather than goatskin or calfskin vellum. This may have been because the structure of sheepskin made attempts to remove or modify text obvious. Attempts to scrape off the ink would result in these layers detaching—known as delamination—leaving a visible blemish highlighting any attempts to change any writing.

via University of Exeter:  Scratching the surface: the use of sheepskin parchment to deter textual erasure in early modern legal deeds, Doherty et al. Heritage Science 2021, DOI: 10.1186/s40494-021-00503-6
MyHeritage offers 'creepy' deepfake tool to reanimate dead
Mar 2021, BBC News

Dead people brought back to life, just like you've always wanted. 

A growing problem of 'deepfake geography' - How AI falsifies satellite images
Apr 2021, phys.org

Let's say you wanted to make it look like the rainforest wasn't on fire -- you can take out the smoke plumes. Or maybe you want to create a story about a fake explosion somewhere, you put in some smoke plumes. Advanced technology can help you make really believable forgeries. 
The study's goal was not to show that geospatial data can be falsified, Zhao said. Rather, the authors hope to learn how to detect fake images so that geographers can begin to develop the data literacy tools, similar to today's fact-checking services, for public benefit.

via University of Washington: Cartography and Geographic Information Science, DOI: 10.1080/15230406.2021.1910075
Post Script: 
Don't forget that fake maps have been a thing forever. The mapmakers themselves would put fake towns or streets in their maps to stop people from making copies. Even dictionary-makers employ this security measure with fake words. It's called a copyright trap, and if you copied the trap and didn't know it, the real mapmaker could identify your copy as their original.

And Paper Street was where Tyler Durden lived in Fight Club, but we don't talk about that.

Post Post Script:
Recognizing liars from the sound of their voice
Feb 2021, phys.org

AI can tell us all the things we already know but couldn't prove with science until now (Maybe like fractals?). We know when people are lying. Lying is a two way street; it requires a kind of social permission that we give to each other for some reason. 

Friday, July 9, 2021

Writing Robots 3

OpenAI (competitor to DeepMind) created a text generator that basically wipes the need for human writers. Or to be a bit less hyperbolic, it makes it all but impossible for you to discriminate between human writing and robot writing. 

It's called GPT, for "Generative Pre-trained Transformer". An older version, GPT-2, was so good that it wasn't released for fear that it would be used for malicious purposes (i.e., fake news). Now we're on GPT-3, which will be released, and is 100 times more powerful. But no need for alarm, OpenAI intends to "prevent misuse by limiting access to approved customers and use cases" (though it's now been exclusively licensed to Microsoft).

For comparison purposes, this is a much earlier version of an artificial writing program -- The Policeman's Beard Is Half-Constructed (1984).

At last, I wonder, what does this mean for the blogosphere, of which Network Address has been a part  for over 10 years now. Will it be completely diluted by an entire universe of fake blogs? And then I realize, who cares, nobody reads this blog except for robots anyway (i.e., spiderbots).

AI tool summarizes lengthy papers in a sentence
Jan 2021, phys.org
Semantic Scholar is notable for achieving the greatest compression rate of all summarizing tools; powered by AI and used for scientific research. With its new summarization feature, it surveys massive numbers of scientific research papers and reduces them to one-sentence summaries. 
It began as an AI-fueled dungeon game
May 2021, Wired via Ars Technica

AKA "GPT-3 text generator video game generates sex scenes involving children"

You know the story by now. Just ask Tay, the Microsoft Chatbot who should have been called the n*gg**bot because it's entire lexicon defaulted to saying the n-word over and over, with a little bit of Holocaust denial sprinkled in for good measure. (See Ars reporting on that.)

Also though, complaining about your "8-year old laptop" while playing this game will get you shadowbanned. Who knew robots were that sensitive.

A college kid created a fake, AI-generated blog -- It reached #1 on Hacker News
Dec 2020, MIT Technology Review

And this is exactly what they thought would happen when its release was withheld:
The lab gave the algorithm to select researchers who applied for a private beta, with the goal of gathering their feedback and commercializing the technology by the end of the year.

Porr submitted an application. He filled out a form with a simple questionnaire about his intended use. But he also didn’t wait around. After reaching out to several members of the Berkeley AI community, he quickly found a PhD student who already had access. Once the graduate student agreed to collaborate, Porr wrote a small script for him to run. It gave GPT-3 the headline and introduction for a blog post and had it spit out several completed versions. Porr’s first post (the one that charted on Hacker News), and every post after, was copy-and-pasted from one of the outputs with little to no editing.

The trick to generating content without the need for much editing was understanding GPT-3’s strengths and weaknesses. “It's quite good at making pretty language, and it's not very good at being logical and rational,” says Porr. So he picked a popular blog category that doesn’t require rigorous logic: productivity and self-help. [hilarious]

Porr says his experiment also shows a more mundane but still troubling alternative: people could use the tool to generate a lot of clickbait content. “It's possible that there's gonna just be a flood of mediocre blog content because now the barrier to entry is so easy,” he says. “I think the value of online content is going to be reduced a lot.”
Post Script:
It doesn't stop with writing, it can also generate imagery:
New module for OpenAI GPT-3 creates unique images from text
Jan 2021, phys.org
A team of researchers at OpenAI, a San Francisco artificial intelligence development company, has added a new module to its GPT-3 autoregressive language model. Called DALL·E, the module excerpts text with multiple characteristics, analyzes it and then draws a picture based on what it believes was described

The system is able to create images by using a corpus of information consisting of internet pages. Each part of the text is researched in an attempt to learn what it should look like. For the previous example, it would search for and analyze thousands of pictures of dogs. Then it would study cats, and what their claws look like, and then birds and their tails. Then, it combines the results into several graphic images to give users a variety of results.

via OpenAI: DALL·E: Creating Images from Text: openai.com/blog/dall-e/

Your Data is My Data

AKA Big Datty

Facebook demands academics disable ad-targeting data tool
Jan 2021, phys.org
Academics, journalists and First Amendment lawyers are rallying behind New York University researchers in a showdown with Facebook over its demand that they halt the collection of data showing who is being micro-targeted by political ads on the world's dominant social media platform.

The researchers say the disputed tool is vital to understanding how Facebook has been used as a conduit for disinformation and manipulation.

"Ad Observer"....special plug-in for Chrome and Firefox browsers used by 6,500 volunteers across the United States...lets researchers see which ads are shown to each volunteer...the tool violates Facebook rules prohibiting automated bulk collection of data from the Facebook website

The NYU Ad Observatory lets researchers see how some Facebook advertisers use data gathered by the company to profile citizens "and send them misinformation about candidates and policies that are designed to influence or even suppress their vote... .

Brave browser adds peer-to-peer IPFS protocol to combat censorship
Jan 2021, phys.org

Bitcoin for websites: The InterPlanetary File System
In what might be the first salvo against the decades-long dominance of the HTTP protocol for internet data retrieval, an open source web browser devoted to privacy has introduced an option that allows for direct peer-to-peer transfers. This means that instead of relying on a massive network in which data are stored on dedicated servers, information can now rest on and be accessed from numerous nodes dispersed globally.
Experian - Credit agency told to stop sharing data without consent
Oct 2020, BBC News
The two-year investigation was prompted by a complaint from the campaign group Privacy International.

It found that Experian and two other credit reference agencies - Equifax and TransUnion - did a significant amount of "invisible" processing of data, meaning that people did not know it was happening.

The report found that the agencies had access to the data of almost every adult in the UK, which was then "screened, traded, profiled, enriched, or enhanced to provide direct marketing services".

This processing resulted in "products that were used by commercial organisations, political parties and charities to find new customers and build profiles about people", the investigation stated.

"The data broking sector is a complex eco-system where information appears to be traded widely without consideration for transparency, giving millions of adults in the UK little of no choice or control over their personal data," said Information Commissioner Elizabeth Denham.
Digital ad industry accused of huge data breach
Jun 2021, BBC News

If you momentarily see empty advertising spaces before they are filled on a web page or an app, you are essentially watching yourself being auctioned in that moment...

FYI: Largest Data Breaches in History (Yahoo at #1 with 3 billion in 2013

Post Script:
Ford announces infotainment screens to show ads from local billboards
May 2021, phys.org

Public service reminder - the first step is admitting you have a problem.

Thursday, July 8, 2021

The Eigenmeme

 Lactose Resistance, The Royal Society
Milk has humans written all over it. We're the only mammals that drink milk into adulthood. And that's because we genetically re-engineered ourselves to do it. 

For other mammals, and for lots of humans still, our body stops producing the enzyme that breaks lactose into usable nutrients once we're no longer kids. Without the enzyme (lactase), lactose stays a big glob of gunk that gives us indigestion. 

Apparently, we liked milk so much that we just kept drinking it, and eventually we kept producing lactase for longer and longer into adulthood. We genetically modified ourselves through dairying practices, and it's the first example, or at least the best-documented, of cultural evolution. (Although the cultural evolution of seeing colors might be more interesting.)

Here's some more news on cultural transmission:

Study reveals lactose tolerance happened quickly in Europe
Sep 2020, phys.org

Some 3,000-year-old bones were found to NOT have the milk-drinking mutation. Medieval remains had the mutation in 60%, and modern people (from Northern and Central Europe) have it in 70-90%. This mutation happened way faster than anyone thought. 

via Stony Brook University: Current Biology (2020). dx.doi.org/10.1016/j.cub.2020.08.033

Why some humans developed a taste for milk and some didn't
Sep 2020, phys.org

The trait of lactase persistence actually emerged independently at least three times; in northern Europeans, emanating from what is now Denmark, and in two geographically distinct African populations...involved different genetic changes, but to the same gene, lactose dehydrogenase, required for metabolising lactose into glucose.

via the University Of Cambridge: Yuval Itan et al. The Origins of Lactase Persistence in Europe, PLoS Computational Biology (2009). DOI: 10.1371/journal.pcbi.1000491

Ancient proteins help track early milk drinking in Africa
Jan 2021, phys.org
In Europeans, there is one main mutation linked to lactase persistence, but in different populations across Africa, there are as many as four. How did this come to be? The question has fascinated researchers for decades. How dairying and human biology co-evolved has remained largely mysterious despite decades of research.
via the Max Planck Society: Madeleine Bleasdale et al. Ancient proteins provide evidence of dairy consumption in eastern Africa, Nature Communications (2021). DOI: 10.1038/s41467-020-20682-3

Also:

Post Script:
Greater than the sum of our parts: The evolution of collective intelligence
Jun 2021, phys.org

All Brains Equal:
Dr. Taylor continued: "For example, a form of cognition currently viewed as a disorder, dyslexia, is shown to be a neurocognitive specialization whose nature in turn predicts that our species evolved in a highly variable environment. This concurs with the conclusions of many other disciplines including palaeoarchaeological evidence confirming that the crucible of our species' evolution was highly variable." -link

Advances in Public Tolerance of Destructive Art

As the art world dematerializes into URLs and NFTs, the art itself is lashing out by defacing its own gallery walls and even by destroying itself.

Spot - Boston Dynamics condemns robot paintball rampage plan
Feb 2021, BBC News

Graphobots:
A US art installation that will let people control a paintballing robot in a mock art gallery has been condemned by the firm that made the robo-dog.

Boston Dynamics criticised the project, calling it a "provocative use" of its quadruped robot, Spot.

It warned that if the "spectacle" goes ahead, Spot's warranty might be voided, meaning it could not be updated.

The group behind it, MSCHF, argues that Spot or robots like it will probably be used for military applications.
Banksy art burned, destroyed and sold as token in 'money-making stunt'
Mar 2021, BBC News
"Banksy's own work has toyed with this idea that it is non-permanent," Mr Ward said. "Once those works are on the walls, he doesn't authenticate them.

Initially, NFT has been a popular format for selling internet memes, with the Nyan Cat - depicting a cartoon cat with a Pop-tart body flying with a trail of rainbows - selling for $600,000.

On NFT's in general: "With NFT technology, digital art can finally assume a strong commercial value given that we are now able to track provenance scarcity," he told the BBC.
This Self-Destructing Website Is Impossible to Sell As an NFT
Apr 2021, VICE News
The web page containing the image disappears when its owner tries to share or upload it. NFTs often simply reference images elsewhere on the web, so if an image is taken down at the source then the NFT will appear broken: Tokenize This, by Ben Grosser
Post Script: This guy also made The Endless Doomscroller, which keeps only the context-independent parts of headlines, like "Collapse Imminent" or "Everything Shut Down", or my favorite, "Today is Worse Than Yesterday".

Post Post Script, For Posterity:
Beeple's NFT digital art nets £50m at Christie's auction
Mar 2021, BBC News

Jack Dorsey's first ever tweet sells for $2.9m
Mar 2021, BBC News

Wednesday, July 7, 2021

Just the Facts

Using math to study paintings to learn more about the evolution of art history
Oct 2020, phys.org

Here's a great description of how the program works:
The work involved digitally scanning 14,912 paintings—all of which (except for two) were painted by Western artists. The data for each of the paintings was then sent through a mathematical algorithm that drew partitions on the digital images based on contrasting colors. The researchers ran the algorithm on each painting multiple times, each time creating more partitions. As an example, the first run of the algorithm might have simply created two partitions on a painting—everything on land, and everything in the sky. The second might have split the land into buildings in one partition and farmland in another.
Conclusions? The horizon line has gone up since the 17th century (from halfway to one-third), and using two horizon lines became more common over time, and abstract art isn't compositionally biased to either the horizontal or the vertical. They also have less large-scale partitions. Think Pollock's drip-paintings and allover De Koonings). They call it lack of macroscopic structure. Also, all this transcends nationality. Doesn't matter where you're from, we're all sipping the same juice.

They also note however that the trends they see could also be a curatorial thing, where the dataset they're using, large as it is, was chosen by someone to be in each book they used, hence their collective bias.

Image credit: My favorite horizon line of all time -- Piet Mondrian, Dune Landscape, 1911

Notes:
Byunghwee Lee et al. Dissecting landscape art history with information theory, Proceedings of the National Academy of Sciences (2020). DOI: 10.1073/pnas.2011927117



Empathic Catfish Avatars

An AI painter that creates portraits based on the traits of human subjects
Jun 2020, phys.org

Embodied Conversation Agents (ECA) - First it talks to you, and then it paints your portrait based on who you are, because it knows who you are, better than you do.

They call it their "empathetic ECA avatar" and I call it an intelligentity. Eventually it will be called a semibot, for half computer, half human. OKCupid will buy the rights, and the next time you think you're getting catfished, it might actually be you catfishing yourself via one of these. 

Post Script:
I'm imagining a future where we need a self-insurance policy to protect ourselves from other instantiations of ourselves who might try to sabotage us for their own benefit. If you think this sounds a bit much, then you need to read Ted Chiang's "Anxiety Is the Dizziness of Freedom" (2019).

Notes:
Empathic AI painter: A computational creativity system with embodied conversational interaction. arXiv:2005.14223 [cs.AI]. arxiv.org/abs/2005.14223

Jeremy Owen Turner et al. Integrating Cognitive Architectures into Virtual Character Design, (2016). DOI: 10.4018/978-1-5225-0454-2

iViz Lab at Simon Fraser University (SFU) in Vancouver, Canada

DiPaola Portfolio

AI Research on Empathetic Painter

AI Affective Virtual Human

Job Transfer


AKA Vocational Mimicry

Google's Art Transfer allows users to transform photos as if they were painted by famous artists
Apr 2020, phys.org

"Art Transfer" is a new Google Deep Mind project - users can have their photographs reinterpreted as if they had been painted by a famous artist. They used to do this on the boardwalk; you throw a dollar into the machine, it takes your picture, and then you watch it "draw" you like Michelangelo. Things are a bit different now, as you can see. 

As an art history major in college, and an art teacher in adulthood, Style Transfer was pretty much the craziest thing I had ever seen when it came out a few years ago. But like the early days of computing, if you wanted to smash together an American Post-Modernist with a Prehistoric Cave Painting, you had to first assemble your database of examples, and then rent someone else's neural network for a day so it could "learn" those two styles.

Now it takes only seconds, and there are entire server farms dedicated to deep learning (and bitcoin mining, can't forget bitcoin). It's been a convergence of cloud computing, artificial intelligence and graphics processing units (and a little bit of botnet perhaps). 

Image Credit: Harmonographs of All Sorts by Thomas B Greenslade, 2018

A system that automatically generates comic books from movies and other videos
Feb 2021, phys.org
Researchers at Dalian University of Technology in China and City University of Hong Kong have recently created an innovative framework that can automatically generate manga comic books, which are typically designed by highly skilled professional artists and require extensive work: Automatic comic generation with stylistic multi-page layouts and emotion-driven text balloon generation. arXiv:2101.11111 [cs.CV]. 

Monday, July 5, 2021

On Engineering Artificial Eyeballs

Enhanced vision -- seeing the invisible, zooming-in past the limits of microscopy, making artificial eyeballs from scratch to give sight to the blind -- nothing says welcome to the future like advances in vision technology. 

Image credit: Sorry I can't find the source for this, but you can call it face-rec camo-tech. It makes you invisible. 

New method could democratize deep learning-enhanced microscopy
Mar 2021, phys.org
Deep learning is a potential tool for scientists to glean more detail from low-resolution images in microscopy, but it's often difficult to gather enough baseline data to train computers in the process. Now, a new method developed by scientists at the Salk Institute could make the technology more accessible—by taking high-resolution images, and artificially degrading them.

The new tool, which the researchers call a "crappifier," could make it significantly easier for scientists to get detailed images of cells or cellular structures that have previously been difficult to observe because they require low-light conditions, such as mitochondria, which can divide when stressed by the lasers used to illuminate them. 
Yes, the crappifier. If you have any idea how neural network machine learning works, you will immediately get why this is some sneaky shit.

They take good microphotographs (example: Nikon Small World Gallery) and intentionally make them crappy and hard to see. They degrade the photo artificially, but then train the network backwards to learn how to make a good photo out of a bad one. Once it's trained, they start giving it "naturally" bad photos of things we can't get good pictures of with current microscopic technology, and let it apply what it learned about bad photos. 

via Salk Institute: Deep learning-based point-scanning super-resolution imaging, Nature Methods (2021). DOI: 10.1038/s41592-021-01080-z

Smartphone camera used to diagnose viral infections
Dec 2020, phys.org

Full circle, we will soon be tossing coffee grinds on the table to predict the future. Here's an exapmle of how we can now see things we didn't even know we were looking for, like how the bubbles in your body-fluid broth have written in them your viral exposome. 
Body fluid samples are placed into a channel on the catalytic microchip device, which is then doused with a small amount of hydrogen peroxide. The resulting reaction leads to the formation of bubbles. The bubbles develop in unique patterns based in part on viruses in the fluid sample. The user points their smartphone camera at the bubbling sample and launches the deep-learning algorithm that has already been trained to identify the patterns and thereby recognize the presence of viruses.

Mohamed S. Draz et al. Virus detection using nanoparticles and deep neural network–enabled smartphone system, Science Advances (2020). DOI: 10.1126/sciadv.abd5354
Zoom hack reveals text contents by viewing shoulder movement
Nov 2020, phys.org

Jesus make it stop:
"They focused on the movement of their shoulders and arms to extrapolate the actions of their fingers as they typed."

"In a controlled setting, with specific chairs, keyboards and webcam, Jadiwala said he achieved an accuracy rate of 75 percent. However, in uncontrolled environments, accuracy dropped to only one out of every five words being correctly identified."

via the University of Texas: Zoom on the Keystrokes: Exploiting Video Calls for Keystroke Inference Attacks, Murtuza Jadiwala et al. arXiv:2010.12078 [cs.CR] arxiv.org/abs/2010.12078

Discovery makes the invisible visible
Jan 2021, phys.org

The nano-revolution comes to phase contrast microscopy. Sub-surface Nanoaperture Arrays.

via La Trobe Institute for Molecular Science: Eugeniu Balaur et al. Plasmon-induced enhancement of ptychographic phase microscopy via sub-surface nanoaperture arrays, Nature Photonics (2021). DOI: 10.1038/s41566-020-00752-0

Mantis shrimp inspires new breed of light sensors
Mar 2021, phys.org

The mantis shrimp strikes again, patron saint of all superhuman vision technology. Hyperspectral. 

via North Carolina State University: "Mantis shrimp-inspired organic photodetector for simultaneous hyperspectral and polarimetric imaging" Science Advances (2021).


For those artificial retinas you've been waiting for:
Color-sensitive inkjet-printed pixelated artificial retina based on semiconducting polymers
Jan 2021, phys.org

Manuela Ciocca et al. Colour-sensitive conjugated polymer inkjet-printed pixelated artificial retina model studied via a bio-hybrid photovoltaic device, Scientific Reports (2020). DOI: 10.1038/s41598-020-77819-z

Retinal implants can give artificial vision to the blind
Mar 2021, phys.org

via Ecole Polytechnique Federale de Lausanne: Naïg Aurelia Ludmilla Chenais et al. Photovoltaic retinal prosthesis restores high-resolution responses to single-pixel stimulation in blind retinas, Communications Materials (2021). DOI: 10.1038/s43246-021-00133-2

Color blindness-correcting contact lenses
Mar 2021, phys.org

via American Chemical Society: Ahmed E. Salih et al. Gold Nanocomposite Contact Lenses for Color Blindness Management, ACS Nano (2021). DOI: 10.1021/acsnano.0c09657