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Beatdom | David S. Wills | Substack
A newsletter from Beatdom Literary Journal. Click to read Beatdom, by David S. Wills, a Substack publication with thousands of subscribers.

Russia targeted substations powering nuclear plants during large-scale overnight energy attacks, Sybiha says: https://benborges.xyz/2025/11/08/russia-targeted-substations-powering-nuclear.html

Wie wichtig ist Deutschland eigentlich (Schul-)Bildung?
Berlin und Brandenburg: „Nein“
https://Pertsch.social/@Sebastian/115167492688001099

Trump demands ACA subsidy changes as Senate remains divided over shutdown
“Is he suggesting eliminating health insurance and giving people a few thousand dollars instead?
And then when they get a cancer diagnosis they just go bankrupt?
He is so unserious,”
Senator Chris Murphy wrote on X.
“That’s why we are shut down and Americans know it.”

Democrats have warned that some Americans are preparing to go without health-insurance coverage,
given the sub…

Trump demands ACA subsidy changes as Senate remains divided over shutdown
Republicans say any vote on Obamacare subsidies would come after Democrats agree to reopen the government. The president has his own ideas to redirect health insurance money.

Evaluating Multiple Instance Learning Strategies for Automated Sebocyte Droplet Counting
Maryam Adelipour, Gustavo Carneiro, Jeongkwon Kim
https://arxiv.org/abs/2509.04895 https…

Evaluating Multiple Instance Learning Strategies for Automated Sebocyte Droplet Counting
Sebocytes are lipid-secreting cells whose differentiation is marked by the accumulation of intracellular lipid droplets, making their quantification a key readout in sebocyte biology. Manual counting is labor-intensive and subjective, motivating automated solutions. Here, we introduce a simple attention-based multiple instance learning (MIL) framework for sebocyte image analysis. Nile Red-stained sebocyte images were annotated into 14 classes according to droplet counts, expanded via data augme…

RamPINN: Recovering Raman Spectra From Coherent Anti-Stokes Spectra Using Embedded Physics
Sai Karthikeya Vemuri, Adithya Ashok Chalain Valapil, Tim B\"uchner, Joachim Denzler
https://arxiv.org/abs/2510.06020

RamPINN: Recovering Raman Spectra From Coherent Anti-Stokes Spectra Using Embedded Physics
Transferring the recent advancements in deep learning into scientific disciplines is hindered by the lack of the required large-scale datasets for training. We argue that in these knowledge-rich domains, the established body of scientific theory provides reliable inductive biases in the form of governing physical laws. We address the ill-posed inverse problem of recovering Raman spectra from noisy Coherent Anti-Stokes Raman Scattering (CARS) measurements, as the true Raman signal here is suppre…

AI Darwin Awards
Honouring Those Who Asked "Can We?" Without Ever Asking "Should We?"
Named after Charles Darwin's theory of natural selection, the original Darwin Awards celebrated those who "improved the gene pool by removing themselves from it" through spectacularly stupid acts. Well, guess what? Humans have evolved! We're now so advanced that we've outsourced our poor decision-making to machines. […]
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AI Darwin Awards 2025 - Celebrating Spectacularly Bad AI Decisions
Honouring those who use artificial intelligence in spectacularly reckless ways. Submit nominations for the most catastrophically ill-advised AI deployments of 2025.

Neuro-Spectral Architectures for Causal Physics-Informed Networks
Arthur Bizzi, Leonardo M. Moreira, M\'arcio Marques, Leonardo Mendon\c{c}a, Christian J\'unior de Oliveira, Vitor Balestro, Lucas dos Santos Fernandez, Daniel Yukimura, Pavel Petrov, Jo\~ao M. Pereira, Tiago Novello, Lucas Nissenbaum
https://arxiv.org/abs/2509.04966

Neuro-Spectral Architectures for Causal Physics-Informed Networks
Physics-Informed Neural Networks (PINNs) have emerged as a powerful neural framework for solving partial differential equations (PDEs). However, standard MLP-based PINNs often fail to converge when dealing with complex initial-value problems, leading to solutions that violate causality and suffer from a spectral bias towards low-frequency components. To address these issues, we introduce NeuSA (Neuro-Spectral Architectures), a novel class of PINNs inspired by classical spectral methods, designe…

extended obit for magical power mako, japanese underground weirdo who departed earlier this year. https://oakiedog.substack.com/p/behold-the-magical-power

Behold: The Magical Power
“... how important it is in life not necessarily to be strong but to feel strong, to measure yourself at least once, to find yourself at least once...”― Primo Levi

the new creepy world of (probably) AI-abetted allen ginsberg/bruce conner forgeries. #poetry

Newly Discovered Ginsberg Poem… Or Another Beat Fake?
A recent video claims to present a lost Allen Ginsberg poem.