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Posts by Justin Curry

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Topology of Multi-species Localization Spatial relationships in multi-species data can indicate and affect system outcomes and behaviors, ranging from disease progression in cancer to coral reef resilience in ecology; therefore, quantifyin...

📢Really excited to present our preprint "Topology of Multi-species Localization"🎉🥳
Joint work with @nerdarajan.bsky.social @tomchaplin.xyz @joshuabull.bsky.social, Eoghan J. Mulholland-Illingworth, @leedham-simon.bsky.social Helen Byrne and @haharrington.bsky.social
arxiv.org/abs/2603.03237

3 weeks ago 8 6 1 2
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Counting Barcodes with the same Betti Curve This paper considers an important inverse problem in topological data analysis (TDA): How many different barcodes produce the same Betti curve? Equivalently, given a function $β\colon [n]=\{1<\cdots< ...

Latest paper solves the simplest TDA inverse problem of all:

How many different barcodes have the same Betti curve?

Turns out that the Kostant Partition Function measures this exactly and one can view every barcode as a juggling sequence! 🤹

arxiv.org/abs/2602.09011

2 months ago 10 1 0 0
Starter Pack: Max Planck scientists on Bluesky

Starter Pack: Max Planck scientists on Bluesky

Many Max Planck scientists have started sharing their #research findings on #BlueSky. Follow their posts and join the conversation! 👋 go.bsky.app/BYcBy6R #StarterPack

5 months ago 116 41 5 2

I am sorry to say that AIs absolutely are going to replace regular office workers.

4 months ago 17 4 1 0
It's an artistic representation of a circulatory system walking through a kitchen, as drawn by Dave Gibbons and written about by Alan Moore.
It happens a lot 'round here.

It's an artistic representation of a circulatory system walking through a kitchen, as drawn by Dave Gibbons and written about by Alan Moore. It happens a lot 'round here.

Happy There Is A Circulatory System Walking Through The Kitchen Day to all who celebrate.

5 months ago 17891 6931 122 206

Sadly, winning an election has always been more important to the Dems. We are terrible governors and this is why the Rs have been so frighteningly good at breaking things. I don’t think the Dems could do the same if they tried.

5 months ago 2 0 0 0

No health care, no deal.

5 months ago 28062 4317 1150 262

arxiv.org/abs/2511.01272
/Design and Fabrication of Origami-Inspired Knitted Fabrics for Soft Robotics/
Sehui Jeong, Magaly C. Aviles, Athena X. Naylor, Cynthia Sung, Allison M. Okamura

5 months ago 1 1 0 0
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Why can't we just say 0/0=1?

I showed one way why this would break math. What's another way?

5 months ago 20 5 2 0
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James Watson, dead at 97, was a scientific legend and a pariah among his peers James Watson, the co-discoverer of the structure of DNA who died Thursday at 97, was a scientific legend and a pariah among his peers.

A Sharon Begley byline, almost 5 years after her death.

Upon hearing the news James Watson had died, a STAT reporter said in our Slack, "I wish I could read what Sharon would have written."

Incredible news: Sharon in fact did pre-write a Watson obit. And it is masterful and excoriating.
🧪🧬🧫

5 months ago 6030 1976 111 338

😭

1 year ago 0 0 0 0
Meet Sayan Mukherjee
Meet Sayan Mukherjee YouTube video by Rhodes Information Initiative at Duke

RIP Sayan Mukherjee. You were a fantastic mentor, collaborator, and friend.

youtu.be/XF8B5afS1DI?...

1 year ago 7 2 1 0
From p.1 of https://math.jhu.edu/~eriehl/context.pdf:

In 1941, Saunders Mac Lane gave a lecture at the University of Michigan in which
he computed for a prime p that Ext(Z[
1
p
]/Z, Z)  Zp, the group of p-adic integers, where
Z[
1
p
]/Z is the Prüfer p-group. When he explained this result to Samuel Eilenberg, who had
missed the lecture, Eilenberg recognized the calculation as the homology of the 3-sphere
complement of the p-adic solenoid, a space formed as the infinite intersection of a sequence
of solid tori, each wound around p times inside the preceding torus. In teasing apart this
connection, the pair of them discovered what is now known as the universal coefficient
theorem in algebraic topology, which relates the homology H∗ and cohomology groups H
∗
associated to a space X via a group extension [ML05]:
(1.0.1) 0 → Ext(Hn−1(X),G) → H
n
(X,G) → Hom(Hn(X),G) → 0 .
To obtain a more general form of the universal coefficient theorem, Eilenberg and Mac
Lane needed to show that certain isomorphisms of abelian groups expressed by this group
extension extend to spaces constructed via direct or inverse limits. And indeed this is the
case, precisely because the homomorphisms in the diagram (1.0.1) are natural with respect
to continuous maps between topological spaces.

From p.1 of https://math.jhu.edu/~eriehl/context.pdf: In 1941, Saunders Mac Lane gave a lecture at the University of Michigan in which he computed for a prime p that Ext(Z[ 1 p ]/Z, Z)  Zp, the group of p-adic integers, where Z[ 1 p ]/Z is the Prüfer p-group. When he explained this result to Samuel Eilenberg, who had missed the lecture, Eilenberg recognized the calculation as the homology of the 3-sphere complement of the p-adic solenoid, a space formed as the infinite intersection of a sequence of solid tori, each wound around p times inside the preceding torus. In teasing apart this connection, the pair of them discovered what is now known as the universal coefficient theorem in algebraic topology, which relates the homology H∗ and cohomology groups H ∗ associated to a space X via a group extension [ML05]: (1.0.1) 0 → Ext(Hn−1(X),G) → H n (X,G) → Hom(Hn(X),G) → 0 . To obtain a more general form of the universal coefficient theorem, Eilenberg and Mac Lane needed to show that certain isomorphisms of abelian groups expressed by this group extension extend to spaces constructed via direct or inverse limits. And indeed this is the case, precisely because the homomorphisms in the diagram (1.0.1) are natural with respect to continuous maps between topological spaces.

So Mac Lane and Eilenberg invented category theory so they could prove the universal coefficient theorem, which they discovered because Saunders showed an algebra computation to Sammy and Sammy went "Huh. That's how I compute the complement of the p-adic solenoid inside a 3-sphere."

1 year ago 36 7 3 0
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The State of LLM Reasoning Models Part 1: Inference-Time Compute Scaling Methods

I just shared a new article, "The State of Reasoning Models", where I am exploring 12 new research articles on improving the reasoning capabilities of LLMs (all published after the release of DeepSeek R1): magazine.sebastianraschka.com/p/state-of-l...

Happy reading!

1 year ago 61 14 1 1
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Neurosymbolic artificial intelligence via large language models and coherence-driven inference We devise an algorithm to generate sets of propositions that objectively instantiate graphs that support coherence-driven inference. We then benchmark the ability of large language models (LLMs) to re...

LLMs may be good for something new. Some of them are good at “fast thinking” that sets up “slow thinking” by combinatorial optimization. This flavor of “coherence” has deep roots in cognitive science. We made an algorithmic benchmark: o1, Sonnet, and QwQ do very well—apparently superhuman, even.

1 year ago 2 1 0 0

Maybe a hot take, but what about the following advice to the next gen:
Don't get an AI degree; the curriculum will be outdated before you graduate. Instead, study math, stats, or physics as your foundation, and stay current with AI through code-focused books, blogs, and papers.

1 year ago 147 22 12 7
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1 year ago 2 0 1 0
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“The essence of tyranny is the denial of complexity.”
― Jacob Burckhardt
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.
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Made with #python #mlx #matplotlib
#particlelenia #alife

1 year ago 53 6 2 1
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Sweet! Let’s catch up while we’re there

1 year ago 1 0 0 0
A mathematical visualization of polynomial roots creating a soft, organic shape against an off-white background. The image has a delicate, watercolor-like quality with translucent layers in pale blue and dusty rose. The structure has four-fold symmetry with rounded lobes at each corner containing subtle circular patterns. The center features a teardrop-shaped void. The entire composition is rendered with a grainy, textured effect that enhances the watercolor appearance. The overall effect is minimalist and ethereal, resembling a sophisticated botanical illustration.

A mathematical visualization of polynomial roots creating a soft, organic shape against an off-white background. The image has a delicate, watercolor-like quality with translucent layers in pale blue and dusty rose. The structure has four-fold symmetry with rounded lobes at each corner containing subtle circular patterns. The center features a teardrop-shaped void. The entire composition is rendered with a grainy, textured effect that enhances the watercolor appearance. The overall effect is minimalist and ethereal, resembling a sophisticated botanical illustration.

Polynomial roots mist.
#MathArt #Mathematics
Made with #python #matplotlib #numpy #sympy

1 year ago 86 13 2 2

*hugs* See you at JMM?

1 year ago 2 0 1 0
The final Calvin and Hobbes cartoon. The entire page is mostly white as they're in the winter snow. The pair is walking with a sledge, nicely duffled in in scarves, hats, gloves. Calvin delightedly exclaims 'wow, it really snowed las night! Isn't it wonderful?'. Hobbes follows up with 'Everything familiar has disappeared! The world looks brand-new!' -- A new year... a fresh, clean start!' adds Calvin. As they look over the landscape, Hobbes observes 'it's like having a big white sheet of paper to draw on!' -- 'A day full of possibilities!' Calvin affirms. They get ready on their sledge and Calvin tells his friend 'it's a magical world, Hobbes, ol' buddy... let's go exploring!', and the pair sledges off into the wintery landscape.

The final Calvin and Hobbes cartoon. The entire page is mostly white as they're in the winter snow. The pair is walking with a sledge, nicely duffled in in scarves, hats, gloves. Calvin delightedly exclaims 'wow, it really snowed las night! Isn't it wonderful?'. Hobbes follows up with 'Everything familiar has disappeared! The world looks brand-new!' -- A new year... a fresh, clean start!' adds Calvin. As they look over the landscape, Hobbes observes 'it's like having a big white sheet of paper to draw on!' -- 'A day full of possibilities!' Calvin affirms. They get ready on their sledge and Calvin tells his friend 'it's a magical world, Hobbes, ol' buddy... let's go exploring!', and the pair sledges off into the wintery landscape.

31 December 1995. Still the perfect goodbye.

1 year ago 23571 5288 290 318
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1 year ago 0 0 0 0

Yessss…K_0 = Euler Calculus!

1 year ago 1 0 0 0
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Alternative grading in probability and statistics How we used competency-based grading for 300 computer science students at a Dutch university

Today at Grading for Growth: A guest post from two Dutch faculty on how they're using alternative grading in probability and statistics.

gradingforgrowth.com...

1 year ago 9 4 0 0
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Random autumn snapshots

1 year ago 2 0 0 0
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1 year ago 16902 2960 136 141
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my younger brother is at the point of his undergraduate math degree (taking galois theory) where he no longer believes in the reality of the irrationals. they grow up so fast!

1 year ago 20 1 2 0
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Tropical root responses to global changes: A synthesis Responses of roots can reveal the strategies and vulnerabilities of tropical ecosystems facing present and future global changes. This analysis of 266 root trait observations from 93 studies across 2...

Are you interested in Root responses to climate change? Read our latest synthesis article about tropical root responses to global changes led by Daniella Yaffar and Laynara Lugli @laylugli.bsky.social on Global Change Biology. #fineroots #tropicalroots onlinelibrary.wiley.com/doi/10.1111/...

1 year ago 34 14 0 0
The Alignment Problem | Brian Christian

I’m liking The Alignment Problem so far…

brianchristian.org/the-alignmen...

1 year ago 3 0 0 0