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Michael Biehl

@michaelbiehl.bsky.social

Physicist by training, now machine learner in Groningen / NL. Visit www.cs.rug.nl/~biehl for further information, publications, etc. The Shallow and the Deep (open access lecture notes): https://books.ugp.rug.nl/index.php/ugp/catalog/book/130

132 Followers  |  149 Following  |  101 Posts  |  Joined: 28.11.2023  |  1.6964

Latest posts by michaelbiehl.bsky.social on Bluesky

Iterated Relevance Matrix Analysis for improved robustness in prototype-based learning schemes Prototype-based classifiers such as Generalized Matrix Learning Vector Quantization (GMLVQ) are inherently interpretable, but training may converge into differe

Iterated Relevance Matrix Analysis (IRMA) for improved
robustness of protoytype based systems

A preprint version of a paper with Sofie Lรถvdal and Elina van den Brandhof is available at SSRN:

papers.ssrn.com/sol3/papers....

๐Ÿงช #machinelearning #computerscience

07.10.2025 12:21 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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+++ Eilmeldung +++ Medizin-Nobelpreis geht an Donald Trump Stockholm, Washington (dpo) - Der Nobelpreis fรผr Medizin geht in diesem Jahr in die USA: Fรผr den Nachweis des Zusammenhangs zwischen der Einnahme von

+++ Eilmeldung +++ Medizin-Nobelpreis geht an Donald Trump www.der-postillon.com/2025/10/medi...

06.10.2025 10:28 โ€” ๐Ÿ‘ 230    ๐Ÿ” 44    ๐Ÿ’ฌ 19    ๐Ÿ“Œ 9
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Aligning generalization between humans and machines Nature Machine Intelligence - Ilievski et al. examine differences and similarities in the various ways human and AI systems generalize. The insights are important for effectively supporting...

The perspective paper

Aligning generalization between humans and machines

emerged from the excellent Dagstuhl Seminar
โ€œGeneralization by People and Machinesโ€, which took
place in May 2024. A complementary "view only" version
is provided by Nature Machine Intelligence:

rdcu.be/eH1AJ

25.09.2025 06:35 โ€” ๐Ÿ‘ 3    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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It AI'nt what you think - let's drop the term A rant, arguing that we should avoid the term "AI" in acadamia and everywhere else. - View online for free

Seriously. Avoid the term "AI" as much as you can.
Don't fall for the hype and don't fuel it.
Here's a brief rant that I presented at the Mittweida Workshop on Computational Intelligence 2025
(presentation slightly messed up by slideshare and adds the stupid ads)

www.slideshare.net/slideshow/it...

24.09.2025 19:13 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Proud to be one of the 25 (in-) credible authors ๐Ÿ˜€

20.09.2025 10:03 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Aligning generalization between humans and machines - Nature Machine Intelligence Ilievski et al. examine differences and similarities in the various ways human and AI systems generalize. The insights are important for effectively supporting alignment in humanโ€“AI teams.

Fantastic output of the great Dagstuhl Seminar โ€œGeneralization by People and Machinesโ€, which took place in May 2024. Thanks for having me as a participant and co-author!

www.nature.com/articles/s42...

16.09.2025 05:36 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Hermite polynomials facilitating on-line learning analysis of layered neural networks with arbitrary activation function Following the standard statistical mechanics methods we analyze the training by online stochastic gradient descent of two-layer neural networks in a sโ€ฆ

Hermite polynomials facilitating on-line learning analysis of layered neural networks with arbitrary activation function

by O. Citton, F. Richert , M. Biehl, and M. Straat
Neurocomputing Volume 655, 28 November 2025, 131328

Published version available online

www.sciencedirect.com/science/arti...

10.09.2025 05:43 โ€” ๐Ÿ‘ 4    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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Kennedy Withdraws U.S. Funding Pledge to International Vaccine Agency

Mass murderer.

(gift link)

26.06.2025 06:12 โ€” ๐Ÿ‘ 3364    ๐Ÿ” 1185    ๐Ÿ’ฌ 161    ๐Ÿ“Œ 150

World War 3 kinda sucks, but you know, it was either this or pronouns

22.06.2025 05:08 โ€” ๐Ÿ‘ 38979    ๐Ÿ” 9341    ๐Ÿ’ฌ 396    ๐Ÿ“Œ 205

๐Ÿคฆ๐Ÿปโ€โ™‚๏ธ๐Ÿคฆ๐Ÿปโ€โ™‚๏ธ๐Ÿคฆ๐Ÿปโ€โ™‚๏ธ๐Ÿคฆ๐Ÿปโ€โ™‚๏ธ๐Ÿคฆ๐Ÿปโ€โ™‚๏ธ๐Ÿคฆ๐Ÿปโ€โ™‚๏ธ๐Ÿคฆ๐Ÿปโ€โ™‚๏ธ๐Ÿคฆ๐Ÿปโ€โ™‚๏ธ๐Ÿคฆ๐Ÿปโ€โ™‚๏ธ๐Ÿคฆ๐Ÿปโ€โ™‚๏ธ๐Ÿคฆ๐Ÿปโ€โ™‚๏ธ๐Ÿคฆ๐Ÿปโ€โ™‚๏ธ

21.06.2025 20:59 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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If AI canโ€™t explain its decisions, how can we trust it?

Explainability isnโ€™t a luxury โ€” itโ€™s a foundation for transparency, accountability, and human oversight.

XAI isnโ€™t optional. Itโ€™s essential.

#XAI #AIUnpacked #ExplainableAI #ResponsibleAI

20.06.2025 13:22 โ€” ๐Ÿ‘ 2    ๐Ÿ” 1    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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Show Your Stripes Visualising how the climate has changed for every country across the globe

showyourstripes.info/l/europe/ger...

20.06.2025 15:55 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Explainable machine learning for movement disorders - Classification of tremor and myoclonus Treatment for essential tremor (ET) and cortical myoclonus (CM) differs. As their clinical distinction can be difficult, with large inter- and intra-oโ€ฆ

๐Ÿงช

Open Access publication on explainable #MachineLearning in movement disorders, a collaboration
of the Expertise Center at @umcgroningen.bsky.social
and Intelligent Systems at the Bernoulli Institue
@rug.nl

www.sciencedirect.com/science/arti...

13.06.2025 09:44 โ€” ๐Ÿ‘ 3    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Dear Machine Learners. I am very worried about the current #AI #hype: once people realize how un-intelligent, costly, and useless LLMs are and how questionable #genAI is, they will probably project onto serious #ML and discredit all our work. Any idea how to prevent being thrown into the same pot?

30.05.2025 16:12 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

After submission, it took almost a year with 4 (four!) rounds of insignificant minor revisions requested by 6 (six!) different reviewers (new ones in every round!). Academic publishing - you got to love it.

16.05.2025 05:32 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Explainable machine learning for movement disorders - Classification of tremor and myoclonus Treatment for essential tremor (ET) and cortical myoclonus (CM) differs. As their clinical distinction can be difficult, with large inter- and intra-oโ€ฆ

Our work on
Explainable Machine Learning for Movement Disorders
a collaboration of the Expertise Center Movement Disorders at @umcgroningen.bsky.social and the Intelligent Systems group at the Bernoulli Institue @rug.nl
is now available online (open access):
www.sciencedirect.com/science/arti...

15.05.2025 19:37 โ€” ๐Ÿ‘ 4    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Imho it is time to break away from the AI hype and get serious again. I'm afraid it's too late to reclaim the (old) term Artificial Intelligence for reasonable use. Maybe we should give in and leave the term to the LLM, genAI and AGI crowd, to "big tech" and the media.

#machinelearning #AI #hype

24.04.2025 12:08 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

1. I study how science works as a collective endeavor to make sense of the physical world.

I also study how misinformation about science spreads and affects society.

There are fewer examples more poignant than a Minnesota bill that would criminalize mRNA vaccines as weapons of mass destruction.

21.04.2025 23:00 โ€” ๐Ÿ‘ 1106    ๐Ÿ” 449    ๐Ÿ’ฌ 36    ๐Ÿ“Œ 32
Home | ESANN 2025

Three contributions to the
European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2025) are available online:

doi.org/10.14428/esa...
doi.org/10.14428/esa...
doi.org/10.14428/esa...

www.esann.org

16.04.2025 11:03 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Statue of Tommie Smith and Juan Carlos on the podium at the 1968 Olympic Games, gloved fists raise in silent protest.

Statue of Tommie Smith and Juan Carlos on the podium at the 1968 Olympic Games, gloved fists raise in silent protest.

Mr. Trump, this statute at the National Museum of African American History and Culture does not "undermine the remarkable achievements of the United States".

It does not "fosters a sense of national shame."

It does not "advance a corrosive ideology."

It is literally what might redeem the USA.

01.04.2025 06:54 โ€” ๐Ÿ‘ 1362    ๐Ÿ” 228    ๐Ÿ’ฌ 16    ๐Ÿ“Œ 10
Post image 03.03.2025 17:36 โ€” ๐Ÿ‘ 2296    ๐Ÿ” 500    ๐Ÿ’ฌ 47    ๐Ÿ“Œ 11
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No, Trump has destroyed America in the eyes of the world.

28.02.2025 19:18 โ€” ๐Ÿ‘ 3991    ๐Ÿ” 872    ๐Ÿ’ฌ 95    ๐Ÿ“Œ 37

Wir hatten uns daran gewรถhnt, das Weltgeschehen,auch die Kriege, wie aus einer Theaterloge zu betrachten, anschlieรŸend nach Hause zu gehen und vor dem Schlafen gehen noch ein Glas Wein zu trinken.Der Verrat von Trump und Vance macht uns - hoffentlich - klar, dass das Theaterstรผck unsere Realitรคt ist

28.02.2025 23:01 โ€” ๐Ÿ‘ 552    ๐Ÿ” 98    ๐Ÿ’ฌ 18    ๐Ÿ“Œ 2
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Eine Schande

24.02.2025 23:48 โ€” ๐Ÿ‘ 573    ๐Ÿ” 55    ๐Ÿ’ฌ 24    ๐Ÿ“Œ 4
Ein Wahlbrief zur Bundestagswahl wird in einen Postbriefkasten eingeworfen

Ein Wahlbrief zur Bundestagswahl wird in einen Postbriefkasten eingeworfen

Hรถchste Eisenbahn! #bundestagswahl

19.02.2025 15:16 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Trump falsely claims Ukraine started war with Russia | CNN Politics After top US and Russian officials began peace talks without Ukrainians at the negotiating table, President Donald Trump criticized Ukrainian President Volodymyr Zelensky and continued to repeat Russi...

Trump: โ€žYou (Ukraine) should never have started the war.โ€œ - Wer sagt dem mรคchtigsten Mann der Welt, dass Russland die Ukraine angegriffen hat und in den besetzten Gebieten schreckliche Kriegsverbrechen verรผbt? Mรถglichst bevor er Putin die Hand schรผttelt.

www.cnn.com/2025/02/18/p...

19.02.2025 09:15 โ€” ๐Ÿ‘ 411    ๐Ÿ” 74    ๐Ÿ’ฌ 57    ๐Ÿ“Œ 8

๐Ÿงช

18.02.2025 17:05 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

๐Ÿงช

18.02.2025 17:05 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

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