Author: Mark Davis

Entrepreneur, scientist, engineer, and author. Bent on worldwide understanding.

The Elusive in Art and Artificial Intelligence

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Per caption.
Deep Dream (deepdreamgenerator.com) of my elusive inner Van Gogh.

How exactly deep learning models do what they do is at least elusive. Take image recognition as a task. We know that there are decision-making criteria inferred by the hidden layers of the networks. In Convolutional Neural Networks (CNNs), we have further knowledge that locally-receptive fields (or their simulated equivalent) provide a collection of filters that emphasize image features in different ways, from edge detection to rotation-invariant reductions prior to being subjected to a learned categorizer. Yet, the dividing lines between a chair and a small loveseat, or between two faces, is hidden within some non-linear equation composed of these field representations with weights tuned by exemplar presentation.

This elusiveness was at least part of the reason that neural networks and, generally, machine learning-based approaches have had a complicated position in AI research; if you can’t explain how they work, or even fairly characterize their failure modes, maybe we should work harder to understand the support for those decision criteria rather than just build black boxes to execute them?

So when groups use deep learning to produce visual artworks like the recently auctioned work sold by Christie’s for USD 432K, we can be reassured that the murky issue of aesthetics in art appreciation is at least paired with elusiveness in the production machine.

Or is it?

Let’s take Wittgenstein’s ideas about aesthetics as a perhaps slightly murky point of comparison. In Wittgenstein, we are almost always looking at what are effectively games played between and among people. In language, the rules are shared in a culture, a community, and even between individuals. These are semantic limits, dialogue considerations, standardized usages, linguistic pragmatics, expectations, allusions, and much more.… Read the rest

Happy 2019!

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And to start off the New Year, I’m experimenting with Instagram. Here are a few Sedona images:

[wdi_feed id=”1″]

Meanwhile, here are my current projects for 2019:

Quintessence of Rust (QOR): Post-apocalyptic and post-cyberpunk novel series set in a future world devastated by climate change. Begun in 2018, I expect to complete the first book by summer 2019. Here’s a sample:

The jungle is so overwhelmingly alive some days that the air is a vibrating green shroud. The vines strangle up through the canopy trees towards a wan shimmer. The heat becomes toxic where the gray skies break through and the violet and rust of the fungal mounds heap like domes. A low drone warns of bloodsucking swarms of gigantic flies, startling the naked rodents out along paths and down through root mazes into protective huddles in the cooling mud, while the women stoke smudge fires and call the painted children close. And then the sound passes, and the clucks and snorts begin again, at first with hesitancy against the silence of the moist envelop, then more, and then with greater intensity, until the music of the day is restored. The hunters return by lunch to await the afternoon rains that slide and drop in pachinko-ball rivulets through the thousand feet of piled and layered life.

Fifty feet up, where the tree splits its ancient trunk into three equal parts, atop the accumulated detritus of hundreds of years that became yet another pad of spongy jungle, the high apartments begin. Layer upon layer of wooden hovels, connected by ropes woven from vine fibers, wedged by pins and slotted bamboo, build like a rectilinear wasp nest, splitting off and then recoupling higher still, for two hundred feet more.

… Read the rest

Poetics and Humanism for the Solstice

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There is, necessarily, an empty center to secular existence. Empty in the sense that there is no absolute answer to the complexities of human life, alone or as part of the great societies that we have created. This opens us to wild, adventurous circuits through pain, meaning, suffering, growth, and love. Religious writers in recent years have had a tendentious tendency to denigrate this fantastic adventure, as Andrew Sullivan does in New York magazine. The worst possible argument is that everything is religion insofar as we believe passionately about its value. It’s wrong if for no other reason than the position of John Gray that Sullivan quotes:

Religion is an attempt to find meaning in events, not a theory that tries to explain the universe.

Many religious people absolutely disagree with that characterization and demand an entire metaphysical cosmos of spiritual entities and corresponding goals. Abstracting religion to a symbolic labeling system for prediction and explanation robs religion, as well as reason, art, emotion, conversation, and logic, of any independent meaning at all. So Sullivan and Gray are so catholic in their semantics that the words can be replanted to justify almost anything. Moreover, the subsequent claim about religion existing because of our awareness of our own mortality is not borne out by the range of concepts that are properly considered religious.

In social change Sullivan sees a grasping towards redemption, whether in the Marxist-idolatrous left or the covertly idolatrous right, but a more careful reading of history proves Sullivan wrong on the surface, at least, if not in the deeper prescription. For instance, it is not faith in progress that has been part of the liberal social experiment since the Enlightenment, but a grasping towards actual reasons and justifications for what is desired and how to achieve it.… Read the rest

Tomorrow’s Prologue (or, On the Quantum Consciousness of Cows)

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Tomorrow’s Prologue is my 2017 entry to the X Prize science fiction contest, Seat 14C. The set-up is simple: a plane disappears during arrival to SFO and then reappears 20 years later. From the perspective of seat 14C, tell a story…

Tendrils of clouds reached up into the cold dark of the Aleutian night. My noise-canceling headphones turned the ubiquitous roar of the aircraft into a chronic background hiss, a tinnitus intruding on the still life of snowy islands nestled below us. I turned on my LED lamp and pulled the device from my carry-on bag, setting it on my side table. It was inadvertently beautiful; every edge and cone of the small machine, from the milled aluminum topped by circlets of palladium to the glowing organic band near its base, were designed for a specific purpose by my laboratory in Tokyo. If any consideration of aesthetics found their way into the design, it was Kinji-san ad-libbing on the functionality. It had a dual back there, too, one that shared a portion of entangled photons that had been separated from one another at birth. I connected a USB-C cable to my laptop and ran a brief diagnostic. It began to radiate cold. All systems were within operating specs, so I tried Shor’s algorithm, transferring the model for a thousand-digit factorization to the machine. A flight attendant noiselessly brushed past me, prepping for breakfast service. The initial run seemed to work so I pulled up the quantum consciousness simulator that I had been developing and gave it a go. I knew it was incomplete, but I had to debug it eventually.

There was a strange popping sensation and flash, not like ears under altitude change, but like the whole plane had shuddered for a brief moment.… Read the rest

Indifference and the Cosmos

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I am a political independent, though that does not mean that I vote willy-nilly. I have, in fact, been reliably center left for most of my adult life, save one youthfully rebellious moment when I voted Libertarian, more as a statement than a commitment to the principles of libertarianism per se. I regret that vote now, given additional exposure to the party and the kinds of people it attracts. To me, the extremes of the American political system build around radical positions, and the increasingly noxious conspiracy theories and unhinged rhetoric is nothing like the cautious, problem-solving utopia that might make me politically happy, or at least wince less.

Some might claim I am indifferent. I would not argue with that. In the face of revolution, I would require a likely impossible proof of a better outcome before committing. How can we possibly see into such a permeable and contingent future, or weigh the goods and harms in the face of the unknown? This idea of indifference, as a tempering of our epistemic insights, serves as a basis for an essential idea in probabilistic reasoning where it even has the name, the principle of indifference, or, variously, and in contradistinction with Leibniz’s principle of sufficient reason, the principle of insufficient reason.

So how does indifference work in probabilistic reasoning? Consider a Bayesian formulation: we inductively guess based on a combination of a priori probabilities combined with a posteriori evidences. What is the likelihood of the next word in an English sentence being “is”? Indifference suggests that we treat each word as likely as any other, but we know straight away that “is” occurs much more often than “Manichaeistic” in English texts because we can count words.… Read the rest

Structure and Causality in Political Revolutions

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Can political theories be tested like scientific ones? And if they can, does it matter? Alexis Papazoglou argues in the New Republic that, even if they can be tested, it is less important than other factors in the success of the political theory. In his signal case, the conflict between anti-globalist populists and the conventional international order is questioned as resulting in clear outcomes that somehow will determine the viability of one theory versus the other. It’s an ongoing experiment. Papazoglou breaks down the conflict as parallel to the notion that scientific processes ultimately win on falsifiability and rationality. In science, as per Kuhn’s landmark The Structure of Scientific Revolutions, the process is more paradigmatic agendas, powerful leaders, and less calculated rationality.

The scientific process may have been all of those things, of course, and may continue to be so in the future, but there are ongoing developments that make it less likely that sociological factors will dominate. And this is why the comparison with political theories is perhaps wrongheaded. There may be a community of political theorists but they are hardly the primary architects and spectators of politics, unlike science and scientists. We are all political actors, yet very few have the time or inclination to look carefully at the literature on the threat of successful authoritarian Chinese civilization versus Western liberal democracy, for instance. But we are not all scientific actors, despite being governed by the reality of the world around us. Politics yells and seethes while science quietly attends a conference. Even the consequences of science are often so gradualistic in their unfolding that we barely notice them; see the astonishing progress on cancer survival in the past decades and note the need for economic discounting for global climate change, where the slow creep of existential threats are somehow given dollar values.… Read the rest

Hypersensitive Conspiracy Disorder

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I was once cornered in a bar in Suva, Fiji by an Indian man who wanted to unburden himself and complain a bit. He was convinced that the United States had orchestrated the coups of 1987 in which the ethnically Fijian-dominated military took control of the country. The theory went like this: ethnic Indians had too much power for the Americans to bear as we were losing Subic Bay as a deep water naval base in the South Pacific. Suva was the best, nearest alternative but the Indians, with their cultural and political ties to New Delhi, were too socialist for the Americans. Hence the easy solution was to replace the elected government with a more pro-American authoritarian regime. Yet another Cold War dirty tricks effort, like Mossaddegh or Allende, far enough away that the American people just shrugged our collective shoulders. My drinking friend’s core evidence was an alleged sighting of Oliver North by someone, sometime, chatting with government officials. Ollie was the 4D chess grandmaster of the late 80s.

It didn’t work out that way, of course, and the coups continued into the 2000s. More amazing still was that the Berlin Wall came down within weeks of that bar meetup and the entire engagement model for world orders slid into a brief decade of deconstruction and confusion. Even the economic dominance of Japan ebbed and dissipated around the same time.

But our collective penchant for conspiracy theories never waned. And with the growth of the internet and then social media, the speed and ease of disseminating fringe and conspiratorial ideas has only increased. In the past week there were a number of news articles about the role of conspiracy theories, from a so-called “QAnon” advocate meeting with Trump to manipulation of the government by Israel’s Black Cube group.… Read the rest

The Retiring Mind, Part IV: Phenology

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An unexpectedly quick move to Northern Arizona thrust my wife and me into fire and monsoon seasons. The latter term is debatable: monsoons typically involved a radical shift in winds in Southeast Asia. Here the westerlies keep a steady rhythm though the year. The U.S. desert southwest has also adopted the Arabic term “haboob” in recent decades to refer to massive dust storms. If there is a pattern to loanword adoption, it might be a matter of economy. Where a single, unique term can take the place of an elongated description, the loanword wins, even if the nuances of the original get discarded. This continues our child language acquisition tendencies to view different words as being, well, different, even if a strong claim of “one word per meaning” is likely unjustified. We search for replacement terms that provide economy and even relish in the inside knowledge brought by the new lexical entry.

So, as afternoon breaks out into short, heavy downpours we dart in and out of hardware stores getting electrical fishing poles, screw anchors, and #10 8/32nd microbolts to rectify an installation difficulty with a ceiling fan. We meet with contractors and painters who rush through the intermittent squalls. And we break all this up with exploring new restaurants and hitting the local galleries, debating the subterfuge of this or that sculptor in undermining expectations about contemporary trends in southwestern art.

But there is a stability to the forest and canyon around our new house. Deer wander through, but less so as the rain has filled the red rock canyons with watering holes, allowing them to avoid long sojourns to Oak Creek for water. A bobcat nestled for half a morning on our lower deck overlooking the canyon, quietly scanning for prey.… Read the rest

Recursive Diktats

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Here is an experiment in poetry that is completely self-contained, encoded as a URL using an Ex-Googler’s itty.bitty website that composes HTML or ASCII content into a URL fragment using Lempel-Ziv-Welch (LZW) compression. Building a chain of self-contained references is not for the faint of heart, but basically involves back-tracking from the end. Each compressed HTML fragment is then embedded in the previous stanza, and so forth.

And the topic is, as it must be, language itself.

Here’s the raw, self-contained URL as a link, too:

https://itty.bitty.site/#/?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

And here is the same as a QR Code:

… Read the rest