Dominik Straub's Avatar

Dominik Straub

@dominikstrb.bsky.social

Computational cognitive scientist. Currently postdoc at @eng.cam.ac.uk. Previously PhD at @tuda.bsky.social Working on probabilistic models and inverse optimal control to understand perception, action, and learning. https://dominikstrb.github.io

1,386 Followers  |  627 Following  |  66 Posts  |  Joined: 04.09.2023
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Posts by Dominik Straub (@dominikstrb.bsky.social)

Screenshot of job ad:
How do Bayesian brains acquire priors?
APPLICATIONS CLOSE
20/4/2026 11:55 PM


Summary of the Project
This project explores how the brain constructs perceptual experience from visual input, focusing on the role of Bayesian models in perception. A key challenge in vision science is understanding how humans interpret complex scenes from the limited information available in retinal images. Modern theories suggest that perception involves probabilistic inference, where the brain integrates sensory signals with prior expectations to make sense of the world. However, the origins and nature of these expectations remain poorly understood. This research aims to advance our understanding of perceptual experience by examining how structured patterns in visual input can inform models of perception. The work spans computational modelling and experimental approaches to uncover principles that explain how visual systems interpret properties such as shape, material, and lighting from images. By addressing fundamental questions about perception, this project will contribute to psychology, neuroscience, and artificial intelligence, offering insights into how biological and artificial systems can learn to interpret complex environments.

Screenshot of job ad: How do Bayesian brains acquire priors? APPLICATIONS CLOSE 20/4/2026 11:55 PM Summary of the Project This project explores how the brain constructs perceptual experience from visual input, focusing on the role of Bayesian models in perception. A key challenge in vision science is understanding how humans interpret complex scenes from the limited information available in retinal images. Modern theories suggest that perception involves probabilistic inference, where the brain integrates sensory signals with prior expectations to make sense of the world. However, the origins and nature of these expectations remain poorly understood. This research aims to advance our understanding of perceptual experience by examining how structured patterns in visual input can inform models of perception. The work spans computational modelling and experimental approaches to uncover principles that explain how visual systems interpret properties such as shape, material, and lighting from images. By addressing fundamental questions about perception, this project will contribute to psychology, neuroscience, and artificial intelligence, offering insights into how biological and artificial systems can learn to interpret complex environments.

I'm looking for a skilled PhD student who doesn't want to work too hard but still do great science:
unisc-cp.enquire.cloud/round/RND-00...

09.03.2026 21:41 β€” πŸ‘ 11    πŸ” 5    πŸ’¬ 0    πŸ“Œ 0
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I will be at #cosyne2026 next week presenting some new work on "Simultaneous sensorimotor and contextual inference"

www.cosyne.org/poster-sessi...

Looking forward to seeing many familiar and new faces in Lisbon!

08.03.2026 21:15 β€” πŸ‘ 11    πŸ” 1    πŸ’¬ 0    πŸ“Œ 0
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Academics Need to Wake Up on AI Ten theses for folks who haven't noticed the ground shifting under their feet

I'm not gonna touch most of this but two things:
1. The apprenticeship model of science was never supposed to be about the PI's workflow. The point isn't to have research assistants to help to publish stuff faster. Training the next generation researcher *is* the point. Because we care. Allegedly.

03.03.2026 15:14 β€” πŸ‘ 176    πŸ” 30    πŸ’¬ 5    πŸ“Œ 9

I think it's because they usually assume that you're also rational...

03.03.2026 11:35 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Why is touch perceived as weaker during movement?

In our new preprint πŸ“, we examine tactile suppression during reaching.

Using optimal control theory, we show that tactile suppression reflects dynamic, uncertainty-dependent integration of forward model predictions and sensory feedback.

27.02.2026 10:57 β€” πŸ‘ 36    πŸ” 9    πŸ’¬ 2    πŸ“Œ 3

Yes, please see Fabian's reply to your original post: bsky.app/profile/fata...

28.02.2026 14:06 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Sam Altman tweet:

Tonight, we reached an agreement with the Department of War to deploy our models in their classified network.

In all of our interactions, the DoW displayed a deep respect for safety and a desire to partner to achieve the best possible outcome.

AI safety and wide distribution of benefits are the core of our mission. Two of our most important safety principles are prohibitions on domestic mass surveillance and human responsibility for the use of force, including for autonomous weapon systems.  The DoW agrees with these principles, reflects them in law and policy, and we put them into our agreement.

We also will build technical safeguards to ensure our models behave as they should, which the DoW also wanted. We will deploy FDEs to help with our models and to ensure their safety, we will deploy on cloud networks only.

We are asking the DoW to offer these same terms to all AI companies, which in our opinion we think everyone should be willing to accept. We have expressed our strong desire to see things de-escalate away from legal and governmental actions and towards reasonable agreements.

We remain committed to serve all of humanity as best we can. The world is a complicated, messy, and sometimes dangerous place.

Sam Altman tweet: Tonight, we reached an agreement with the Department of War to deploy our models in their classified network. In all of our interactions, the DoW displayed a deep respect for safety and a desire to partner to achieve the best possible outcome. AI safety and wide distribution of benefits are the core of our mission. Two of our most important safety principles are prohibitions on domestic mass surveillance and human responsibility for the use of force, including for autonomous weapon systems. The DoW agrees with these principles, reflects them in law and policy, and we put them into our agreement. We also will build technical safeguards to ensure our models behave as they should, which the DoW also wanted. We will deploy FDEs to help with our models and to ensure their safety, we will deploy on cloud networks only. We are asking the DoW to offer these same terms to all AI companies, which in our opinion we think everyone should be willing to accept. We have expressed our strong desire to see things de-escalate away from legal and governmental actions and towards reasonable agreements. We remain committed to serve all of humanity as best we can. The world is a complicated, messy, and sometimes dangerous place.

My goodness.

28.02.2026 03:05 β€” πŸ‘ 2689    πŸ” 579    πŸ’¬ 147    πŸ“Œ 659

It’s time to turn towards the motor control side of interoception!

27.02.2026 15:03 β€” πŸ‘ 9    πŸ” 3    πŸ’¬ 0    πŸ“Œ 1

Why are tactile sensations suppressed during movements? In our new preprint, we explain this as optimal integration of sensory signals with an internal model.

Work led by @fatatai.bsky.social with Dimitris Voudouris, Katja Fiehler and @c-rothkopf.bsky.social

www.biorxiv.org/content/10.6...

27.02.2026 11:37 β€” πŸ‘ 38    πŸ” 10    πŸ’¬ 1    πŸ“Œ 1

In light of the current funding situation (worldwide), a modest proposal: instead of pouring billions of dollars into GenAI claiming "it *could* accelerate science and research," consider putting 1% of that amount in what *will* accelerate science and research. Namely, funding science and research.

26.02.2026 12:44 β€” πŸ‘ 71    πŸ” 8    πŸ’¬ 9    πŸ“Œ 2

Even if bots may not have been a problem in online behavioural datasets 2-3 years ago, we should still be careful about generalizing between online studies and lab studies. See our study on dataset bias: www.nature.com/articles/s41...

24.02.2026 09:41 β€” πŸ‘ 5    πŸ” 1    πŸ’¬ 0    πŸ“Œ 0

**Postdoc position in human category learning**

@thecharleywu.bsky.social, Frank JΓ€kel and I are seeking a postdoctoral fellow to lead a joint project on human category learning at the Centre for Cognitive Science @tuda.bsky.social.

www.career.tu-darmstadt.de/tu-darmstadt...

23.02.2026 08:53 β€” πŸ‘ 39    πŸ” 28    πŸ’¬ 1    πŸ“Œ 1
Flyer for 2026 edition of the European Summer School "Visual Neuroscience" in Rauischholzhausen castle, Germany.

Flyer for 2026 edition of the European Summer School "Visual Neuroscience" in Rauischholzhausen castle, Germany.

The European Summer School "Visual Neuroscience" in Rauischholzhausen castle, Germany, is coming back in 2026!

Deadline: 8 March 2026

www.allpsych.uni-giessen.de/rauisch/

20.02.2026 08:12 β€” πŸ‘ 37    πŸ” 14    πŸ’¬ 0    πŸ“Œ 0

🚨Four postdoc positions at the #ReasonableAI excellence cluster @tuda.bsky.social!
jobs.rhein-main-universitaeten.de/rmu/job/52370
Please share widely πŸ™

17.02.2026 16:29 β€” πŸ‘ 8    πŸ” 7    πŸ’¬ 0    πŸ“Œ 0

Useful reminder!

17.02.2026 14:31 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Secretly, everything is running on symbolic logic and probabilistic inference and that is why they're mostly publishing on neural networks?

06.02.2026 11:49 β€” πŸ‘ 7    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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Vibe coding kills open source.
Our most direct title yet. @koren.mk @julianhi.nz @aaron-lohmann.bsky.social
Theory paper with numbers and policy recs. First at arxiv.org/abs/2601.15494
Comments welcome.

@ceu-economics.bsky.social @kiel.institute

23.01.2026 22:40 β€” πŸ‘ 56    πŸ” 24    πŸ’¬ 2    πŸ“Œ 4
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Misspecified models create the appearance of adaptive control during value-based choice - Communications Psychology In a new computational analysis of previous work, this study shows that a control-free mechanism better accounts for value-based decisions than an account that assumes top-down control invigorating th...

Final paper of my PhD πŸ€—

www.nature.com/articles/s44...

There is growing interest in how cognitive control may improve value-based decision making.

However, we find that a recent paper overestimated the role of control in their task, leading to erroneous interpretations of dACC recordings.

03.02.2026 22:59 β€” πŸ‘ 104    πŸ” 24    πŸ’¬ 6    πŸ“Œ 1
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AI is not a peer, so it can’t do peer review If we still believe thatΒ science is a vocationΒ grounded in argument, curiosity and care, we can’t delegate judgement to machines, saysΒ Akhil Bhardwaj

Nice article but the social dynamics of science mean that peer review is de facto a "throughout problem". LLM usage in PR will increase because it reduces pressures on overstretched researchers. We can't stop LLM PR without addressing those pressures.

www.timeshighereducation.com/opinion/ai-n...

04.02.2026 09:42 β€” πŸ‘ 16    πŸ” 3    πŸ’¬ 2    πŸ“Œ 1
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Encrypted Rich text CryptPad: end-to-end encrypted collaboration suite

+++ Teilt und unterschreibt unseren offenen Brief an die Hessische Landesregierung! +++ Wir werden die bevorstehende katastrophale Verschlechterung unseres Hochschulsystems nicht hinnehmen und fordern eine Neuverhandlung des Hochschulpakts! #nocuts #nocutsinhessen cryptpad.fr/pad/#/2/pad/...

03.02.2026 07:13 β€” πŸ‘ 57    πŸ” 40    πŸ’¬ 1    πŸ“Œ 12
Heute, 28.01.2026
Beratungsablauf Heute, 28.01.2026
Uhrzeit
Beratungsablauf
10.25 bis 12 Uhr
Stellenprofile und Department-Strukturen an Hochschulen
Ausschuss fΓΌr Forschung, Technologie und TechnikfolgenabschΓ€tzung

- live -

Heute, 28.01.2026 Beratungsablauf Heute, 28.01.2026 Uhrzeit Beratungsablauf 10.25 bis 12 Uhr Stellenprofile und Department-Strukturen an Hochschulen Ausschuss fΓΌr Forschung, Technologie und TechnikfolgenabschΓ€tzung - live -

#IchBinHanna ist heute Thema im Forschungsausschuss des Bundestags -- & Ihr kΓΆnnt live dabei sein! FachgesprΓ€ch wird via Livestream ΓΌbertragen (endlich wieder Parlamentsfernsehen): www.bundestag.de/mediathek/live SachverstΓ€ndige u.a. @frauforschung.bsky.social & @rosefeldt.bsky.social. #WissZeitVG

28.01.2026 08:19 β€” πŸ‘ 72    πŸ” 24    πŸ’¬ 2    πŸ“Œ 4
39C3 - AI Agent, AI Spy
YouTube video by media.ccc.de 39C3 - AI Agent, AI Spy

Important talk by @meredithmeredith.bsky.social and @udbhav-tiwari.bsky.social at #39c3 on the risks of AI agents in operating systems

youtu.be/0ANECpNdt-4?...

02.01.2026 21:31 β€” πŸ‘ 5    πŸ” 1    πŸ’¬ 0    πŸ“Œ 1
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2025: A Review of the Year in Neuroscience Enlightening the brain

Just published my review of neuroscience in 2025, on The Spike.

The 10th of these, would you believe?

This year we have foundation models, breakthroughs in using light to understand the brain, a gene therapy, and more

Enjoy!

medium.com/the-spike/20...

30.12.2025 15:52 β€” πŸ‘ 143    πŸ” 66    πŸ’¬ 6    πŸ“Œ 11
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Wer liegt hier wem auf der Tasche? Das BΓΌrgergeld ist Geschichte. An seine Stelle tritt eine Grundsicherung, die auf kalkulierten Verfassungsbruch setzt. Totalsanktionen, V...

Was fiese Flegel und LobbyverbΓ€nde mit den VerschΓ€rfungen bei der Grundsicherung zu tun haben, erfahrt ihr in meinem Talk beim diesjΓ€hrigen #39c3. media.ccc.de/v/39c3-wer-l...

31.12.2025 09:29 β€” πŸ‘ 365    πŸ” 140    πŸ’¬ 3    πŸ“Œ 12
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AI-generated content in Wikipedia - a tale of caution - media.ccc.de I successfully failed with a literature related project and accidentally built a ChatGPT detector. Then I spoke to the people who uploade...

Videotipp: AI-generated content in Wikipedia - a tale of caution
By Mathias Schindler
media.ccc.de/v/39c3-ai-ge...
#39c3

28.12.2025 08:10 β€” πŸ‘ 4    πŸ” 2    πŸ’¬ 0    πŸ“Œ 0
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I'll start replying to my emails like this.

#science #academia #academic #philosophy #philsky

29.12.2025 10:39 β€” πŸ‘ 64    πŸ” 19    πŸ’¬ 1    πŸ“Œ 1
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Context Widows or, of GPUs, LPUs, and Goal Displacement

Absolutely essential piece by @kevinbaker.bsky.social critiquing AI automation of science by pulling back the curtain on what modern science actually is. LLMs already replicate and accelerate its irrational bureaucratic structure.

15.12.2025 15:07 β€” πŸ‘ 43    πŸ” 11    πŸ’¬ 2    πŸ“Œ 4
person speaks into microphone at front of an auditorium

person speaks into microphone at front of an auditorium

person points at screen

person points at screen

person points at screen

person points at screen

person points at screen

person points at screen

Last month, our new Simons Collaboration on Ecological Neuroscience (SCENE) held their first annual meeting at the foundation. Learn more about SCENE: https://www.simonsfoundation.org/neuroscience/simons-collaboration-on-ecological-neuroscience/ #science #neuroscience

19.12.2025 20:05 β€” πŸ‘ 4    πŸ” 2    πŸ’¬ 0    πŸ“Œ 0
You're Inventing Last Names. #linguistics #names #etymology #language
YouTube video by Etymology Nerd You're Inventing Last Names. #linguistics #names #etymology #language

@etymologynerd.bsky.social also made this observation in a short video recently: youtube.com/shorts/RsQA1...

15.12.2025 15:38 β€” πŸ‘ 3    πŸ” 1    πŸ’¬ 1    πŸ“Œ 2
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This a pretty funny encapsulation of ai scientist work. The authors hand it some softball software tasks, then it comes back with very different results than what it’s replicating and the authors shrug at the data being different

www.nature.com/articles/s43...

11.12.2025 12:38 β€” πŸ‘ 21    πŸ” 6    πŸ’¬ 3    πŸ“Œ 0