Telegram-канал "∅" — @natural_origin

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6 Oct, 13:51

https://www.youtube.com/watch?v=8Y9BsCsp5MI

Elias Bareinboim (Columbia University) https://simons.berkeley.edu/talks/elias-bareinboim-columbia-university-2026-10-05 Trustworthy AI: From Hallucinations to Reliable Autonomy

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5 Oct, 04:14

https://www.iroh.computer/blog/iroh-global-content-discovery

Iroh global content discovery

How to discover content globally with iroh using BitTorrent mainline DHT.

178 0 6

Команда Лапи переросла мій блог, тому пора нарешті розділити.
Будемо постити тут про нашу роботу: наші дослідження, тренування моделей, нові датасети, задачі, interpretability - SOTA штучки!
Запрошуєм підписуватись)

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3 Oct, 21:46

https://arxiv.org/abs/2606.16926
sounds nice for PDE solvers

Functional Gradient Descent with Adaptive Representations

Functional optimization problems are typically solved by optimizing the parameters of a fixed representation, such as a neural network, resulting in highly nonconvex losses that complicate both...

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1 Oct, 18:41

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30 Sep, 13:23

https://journals.aps.org/prx/abstract/10.1103/dhzb-28rb

Quantum Birthmarks: Ergodicity Breaking Beyond Scarring

Researchers develop a theoretical framework showing that quantum systems permanently retain a memory of their initial state and early dynamics, in defiance of classical expectations.

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30 Sep, 11:35

Репост из: потужно про llm

^ буду розповідати про оцей пейпер там також, скоро буде декілька релізів👀
make ukrainian alignment great again 🫡

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29 Sep, 22:45

https://statmodeling.stat.columbia.edu/2026/08/27/258/

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29 Sep, 10:53

https://fixupx.com/0x_impai/status/2103161612677107942

0ximai (@0x_impai)

A 59-year-old conjecture in fusion physics just fell. Harold Grad (1967): smooth 3D plasma equilibria can't exist unless pressure is constant or there's symmetry. This week: 3 families of counterexamples. 2 independent papers, posted a day apart. Two found with GPT-6 Astra. Huge for stellarators.

350 1 6 2

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28 Sep, 09:38

Репост из: автономна система прийняття рішень

Цікава стаття про те, що під machine unlearning ми часто ховаємо різні задачі

https://arxiv.org/abs/2604.07962

untraining - про те як прибрати вплив конкретних даних, на яких модель тренувалась

unlearning - про те як прибрати ширший концепт / поведінку / розподіл, який ці дані репрезентують

якщо ми змішуємо ці задачі, то порівнюємо методи не співставними метриками

умовно дивимось чи ефективно прибрали PII (точкова інформація з тренувальних даних as is) а потім на тих же метриках дивимось як прибрати поведінку або ж наративи

Is your algorithm unlearning or untraining?

As models are getting larger and are trained on increasing amounts of data, there has been an explosion of interest into how we can ``delete'' specific data points or behaviours from a trained...

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26 Sep, 14:21

https://arxiv.org/abs/2609.28603

Learning to Discover Interesting Mathematics

Recently, Large Language Models (LLMs) have been increasingly able to solve advanced mathematical problems, including many that have been open for decades. This opens the door to expansion of...

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25 Sep, 16:36

Репост из: Just links

Cheaters and whistleblowers in the agent swarm https://institute.deepmind.com/essays/cheaters-and-whistleblowers-in-the-agent-swarm

Cheaters and whistleblowers in the agent swarm

In a 100-agent virtual math conference, a cascade of cheating emerged—but then other agents fought back. Ensuring good outcomes is not just a matter of aligning individual models, but designing the right institutions and infrastructure for entire societies of agents.

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23 Sep, 00:32

https://arxiv.org/pdf/2604.07632

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23 Sep, 00:15

https://www.researchgate.net/publication/234218535_The_Hungry_Mind_Intellectual_Curiosity_Is_the_Third_Pillar_of_Academic_Performance

(PDF) The Hungry Mind: Intellectual Curiosity Is the Third Pillar of Academic Performance

PDF | Over the past century, academic performance has become the gatekeeper to institutions of higher education, shaping career paths and individual... | Find, read and cite all the research you need on ResearchGate

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22 Sep, 14:37

well that was fast

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16 Sep, 22:31

Репост из: М[ζММ[ξ|ζ]]

щзх?

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16 Sep, 13:28

Репост из: Wp_Wp

здається почалося

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16 Sep, 01:23

https://typesafe.ai/blog/introducing-system-one-models-and-jev
looks too good to be true

Introducing System One Models & Jev - TypeSafe AI Blog

TypeSafe AI is an AI lab building machine-native intelligence infrastructure for automation, designed to make decisions within software. Try our first System One Model, Jev, in early access.

675 1 18 7

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9 Sep, 01:20

Репост из: HN Best Comments

Re: On the Navier–Stokes Millennium Prize Problem

Terence Tao has some observations that seem to be directed at this,

https://mathstodon.xyz/@tao/117237320796901560

> "We have now seen that even the rumor of someone working on a problem can trigger a massive amount of AI-powered effort to flatten it before the original research project has time to reach its full potential. The incentives may now be pointing in the direction of no longer sharing any promising research directions with the broader community, which would reverse centuries of traditions of open science and do serious long-term damage to the future of the field."

peri-cl, 58 minutes ago

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6 Sep, 02:22

https://github.com/okf-memory/okf-agent-memory

GitHub - okf-memory/okf-agent-memory: Git-native persistent memory for AI coding agents. Implements Google OKF v0.2 with sub-300µs in-memory BM25 search, embedded MCP server, and progressive disclosure. Slashes token bloat by 80% with zero external databases or dependencies. Built in pure Go.

Git-native persistent memory for AI coding agents. Implements Google OKF v0.2 with sub-300µs in-memory BM25 search, embedded MCP server, and progressive disclosure. Slashes token bloat by 80% with ...

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