MLWave (@MLWave) header
MLWave (@MLWave) profile picture

Learning Machine Learning

Triskelion,Kaggle & MLWave@Git
Joined March 2014
UMAP 0.6 is out! A new initialization, new optimizers and faster nearest neighbour search make UMAP much faster and far better at large scale. On 3 million arXiv papers it finishes in under 5 minutes, before UMAP 0.5 has even found its nearest neighbours.
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Replying to @ereliuer_eteer
Yes, hate it when that happens. Like: 10^213 × 3↑↑↑↑3 + 1, divisible by 101863124761. And 10^214 × 3↑↑↑↑3 + 1, divisible by 271. But then 10^215 × 3↑↑↑↑3 + 1 is prime again?!
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MLWave retweeted
Me: I want to have a look at the #21 Jacobsthal upper bound in the latest OpenAI maths batch. It includes a Lean proof and a paper on the Github repo. Please familiarize. Claude: This answers Erdős #687 (the “$1000 or half my savings”). Want a Lean proof? github.com/30k30/scholia/tre…
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Minimum quartet tree cost (@cilibrar-Vitanyi) at n = 1,000: handwritten digits and random colours, 41,417,124,750 quartets each, one tree, about a minute on 2 cores. Hat-tip Claude (Anthropic). 30k30.github.io/mqtc/
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Me: We did "Reasoning with Neural Cellular Automata" (arxiv.org/abs/2609.36126) and Mapper on mazes. There anything you want to research? Maybe fixed points/paradox? Claude: "every sentence I point at is false" The thermodynamics of truth Me: Please continue however you see fit
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Me: I want to have a look at the #21 Jacobsthal upper bound in the latest OpenAI maths batch. It includes a Lean proof and a paper on the Github repo. Please familiarize. Claude: This answers Erdős #687 (the “$1000 or half my savings”). Want a Lean proof? github.com/30k30/scholia/tre…
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Replying to @lefthanddraft
"Claude never curses unless the person asks or curses a lot themselves." = they curse themselves a lot "Claude is happy to write creative content involving fictional characters." = a claim about my emotional states "Bullets are at least 1-2 sentences." = minimum stated as range
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Having fun asking for mash-up games, here Opus 5.5 made Flapshot, inspired by Yeti Sports Pingu smash, Joust mechanics, and Worms weapons. No link needed, just make your own games ;)
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After that, it designed code to run AI agents with harness on @vast_ai, to design models for a meta-ensemble, complete with ledger, referee, and leakage-control. Still trying to grok what it did with α-investing (Foster and Stine, 2008). And treating ML calibration like unit test
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Asked Opus 5.5 extra to design a novel SKLearn-API compatible classifier and regressor, and it one-shotted HoraClassifier and HoraRegressor. It's competitive and even wins on Wine :). It also adds diversity to a blending model, since so different from NN, Tree, or Linear models.
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"pls fix rotating triangle impossible physics"
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Opus 5.5 "demo of dessert seapunk: no dolphins but camels. make AI-eigen"
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Claude Opus 5.5 Scene Demo: Q.E.D (made in ~22 minutes, ~22kb Python code)
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Symbolic poetic compression by Opus 5: Y = λf.(λx.f(x x))(λx.f(x x)) "the mirror, milled from λ" A ↠ Bᴬ ⟹ ∀t:B→B ∃b: t(b) = b "aim it at anything, something stares back" t = ¬ on 𝟚 ⟹ ∄ X ↠ 2ˣ "the bag will not hold its own subsets" t = ¬ on halt ⟹ ∄ universal U "negation, this time with a compiler" t = ¬ on truth ⟹ True(⌜·⌝) ∉ L "truth cannot pronounce its own name t = ¬ on ∈ ⟹ 💥 "Russell, retired 1908, pension paid by ZFC t = ¬ on Prov ⟹ G ⟺ ¬□G "the fixed point exists — and it isn't a contradiction, it's a vacancy" □(□A → A) → □A "Trusting yourself is safe only once you already do"
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John Tyndall, Six Lectures on Light. 1873.
 Wood engraving. The "chasing" produced by water waves in a circular vessel.
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MLWave retweeted
We can also use iota-trees to visualize not just programs, but computation as well watch (and listen!) how the church encoded program of `2 < 3` gets slowly reduced to true
Every combinator can be rendered as an iota tree. Iota is a programming language. Defined as iota = 1 | 0 iota iota, where iota = \f.((\a.\b.\c.((ac)(bc)))\d.\e.d). Iota is turing complete! So you can represent *all computable functions* with iota trees PL theory is amazing!
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I had never thought I would say this! But here I go: I solved my first Erdős problem! I did so using ChatGPT-5.5-Pro. 🧵1/n
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M. C. Escher, Sphere Spirals. 1958. Woodcut.
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