I cannot think of an applied mathematics that is more beautiful and far-reaching, or philosophically wilder, than probability. No, nonlinear dynamics and chaos people, it’s not even close 🤣

#probability
#mathematics
#appliedmathematics
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#philosophyofscience
@philosophy
@philosophy@a.gup.pe

"the level of confidence we in fact adopt must be determined by something that is irrelevant to the reliability of the testimony on which it’s based. After all, everything that is relevant to reliability is already included in the evidence."

#PhilosophyOfScience #PhilSci #Philosophy #Epistemology #Evidence

IRIS Insights I Nico Formanek: Are hyperparameters vibes?
April 24, 2025, 2:00 p.m. (CEST)
Our second IRIS Insights talk will take place with Nico Formanek.
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This talk will discuss the role of hyperparameters in optimization methods for model selection (currently often called ML) from a philosophy of science point of view. Special consideration is given to the question of whether there can be principled ways to fix hyperparameters in a maximally agnostic setting.
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This is a WebEx talk to which everyone who is interested is cordially invited. It will take place in English. Our IRIS speaker, Jun.-Prof. Dr. Maria Wirzberger, will moderate it. Following Nico Formanek's presentation, there will be an opportunity to ask questions. We look forward to active participation.
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Please join this Webex talk using the following link:
https://lnkd.in/eJNiUQKV
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#Hyperparameters #ModelSelection #Optimization #MLMethods #PhilosophyOfScience #ScientificMethod #AgnosticLearning #MachineLearning #InterdisciplinaryResearch #AIandPhilosophy #EthicsInAI #ResponsibleAI #AITheory #WebTalk #OnlineLecture #ResearchTalk #ScienceEvents #OpenInvitation #AICommunity #LinkedInScience #TechPhilosophy #AIConversations
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The Sapient Cosmos: Where Physics, Psychedelics and Shamanism Meet | James Glattfelder, PhD

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@sarahdalgulls I know that generative AI applies a set of rules , and is just a "text rearranger". However, I don't see that as necessary precluding intelligent results, as there are many examples of emergent complexity in mathematics. One example the Mandelbrot set has infinite complexity, yet arises from applying a simple rule to each point. A classic example is the [game of life https://en.m.wikipedia.org/wiki/Conway%27s_Game_of_Life], where different starting states can give different complex outcomes.

So, I would not be surprised if a complex system produced more than you'd expect by just rearranging words. When and if we do create real artificial intelligence it won't be something planned and programmed but an emergence from a complex system, just as our intelligence is an emergence from neurons that fire depending on complex rules. It is likely to be quite different from anything we predicted the system would do, and possibly not obvious as intelligence at first.

#ai #emergentbehaviors #philosophyofscience

Conway's Game of Life - Wikipedia

If you are aware of curious and critical students looking for a unique interdisciplinary #MSc Programme which combines #PhilosophyOfTechnology, #PhilosophyOfScience, #EthicsOfTechnology, #HistoryOfTechnology and #STS , please point them to #Philosophy of #Science , #Technology , and #Society. At the Open Day, they learn about our dedicated tracks on #TechnologyAndValues (in collaboration with 4TU.Centre for Ethics and Technology), #AI , and #Sustainability. https://www.utwente.nl/en/education/study-choice-calendar/master-open-day/#
Master Open Day | University of Twente

The Open Day is a not-to-be-missed event to dive into a study and to learn more about the University of Twente (UT) and student life on our beautiful campus.

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Back in the day as a wee undergrad majoring in philosophy, I attended a symposium on theology of science. I asked one of the speakers how could anyone falsify theological data. He simply said this: "Falsification is not as transparent as once believed."

Classic philosopher move. When backed into a corner, redefine the terms.

#philosophy #philosophyofscience #theology

Avoiding the structural gaps

A long standing debate in quantum physics is whether the wave function is real. A quick reminder: quantum entities appear to move like waves, including portions interfering with each other. These waves are modeled with the wave function. But once measured, quantum objects manifest as localized points or field excitations. The wave function can’t predict the measurement outcome, only probabilities on what the result will be.

A popular move here is to decide the wave function isn’t real, that it’s just a mathematical contrivance. Doing so seems to sidestep a lot of uncomfortable implications. But it leaves us trying to explain the statistical outcomes of measurements that show patterns from portions of the wave interfering with itself. Those effects, along with entanglement, are heavily used in quantum computing. If the wave function isn’t modeling something real, then it’s usefulness in technology starts to look like a magic incantation.

Of course, accepting wave function realism leaves us with something that seems to operate in a higher dimensional “configuration space.” And we end up having to choose between unsettling options, like an objective wave function collapse on measurement, a pilot wave guiding the particle in a non-local manner, or just accepting pure wave mechanics despite its implications.

Valia Allori has an article at IAI arguing against quantum wave function realism. (Warning: you might hit a paywall.) The main thrust of her argument, as I understand it, is that we shouldn’t allow ourselves to be lured farther away from the manifest image of the world (the world as it intuitively appears to us) when there are viable alternatives.

Her argument is in opposition to Alyssa Ney’s argument for wave function realism, which touts as one of the benefits that it reclaims locality. Allori argues that this is aiming to satisfy an intuition we develop in three dimensional space, that there aren’t non-local effects, “spooky actions at a distance”. But wave function realism only preserves locality across configuration space, which Allori views as a pyrrhic victory.

Overall, Allori seems to view this as a conflict between two different sets of intuitions. On one side, we have views that are closer to the overall manifest image of reality, one with three dimensions, but at the cost of non-local phenomena. She doesn’t view this as ideal, but deems it preferable to the idea of a universal wave function existing in near infinite dimensions. In her view, embracing theories too far away from the manifest image puts us on the path that leads to runaway skepticism, where nothing we perceive can be trusted.

But I think looking at this in terms of intuitions is a mistake. When it comes to models of reality, our intuitions have historically never been particularly useful. Instead they’ve often led us astray, causing us to insist the earth was the center of the universe, humans were separate from nature, or that time and space were absolute, all ideas that had to be abandoned in the face of empirical realities. The reason to prefer locality isn’t merely to privilege one intuition over others, but to prefer theories that provide a structurally complete accounting.

A while back I described this as a preference for causally complete theories. But causation is a relation across time that is made asymmetrical by the second law of thermodynamics, that entropy always increases. The more fundamental reality are the structural relations. A theory which can account for all (or at least more of) those relations should, I think, be preferred to theories that have larger gaps in their accounting.

By that standard, I perceive wave function antirealism to have huge gaps, gaps which proponents of the idea seem comfortable with, but I suspect only because, as Allori does, they deem it a lesser evil than the alternative. Of course, objective collapse and pilot-wave theories also have gaps, but they seem smaller, albeit still weaknesses that I think should make them less viable.

Pure wave mechanics seems like the option with the fewest gaps. Many would argue that accounting for probabilities remains a crucial gap, but that seems like more of philosophical issue than a scientific one, how best to talk about what probabilities mean. In many ways, it highlights issues that already exist in the philosophy of probability.

Overall then, my take is that the goal isn’t to preserve the manifest image of reality, but to account for it in our scientific image. Preferring theories that are closer to the manifest image just because they are closer, particularly when the theories have larger gaps than the alternatives, seems to amount to what is often called “the incredulous stare”, simply rejecting an proposition because it doesn’t comport with our preexisting biases.

But maybe I’m overlooking something? Are there reasons to prefer theories closer to the manifest image? Is there a danger in excessive skepticism as Allori worries? Or is preferring a more complete accounting itself still privileging certain intuitions over others?

#InterpretationsOfQuantumMechanics #ManyWorldInterpretation #Philosophy #PhilosophyOfScience #QuantumMechanics #Science

Objective-collapse theory - Wikipedia