Szymon Miłkoś
milkos.bsky.social
Szymon Miłkoś
@milkos.bsky.social
I inquire into
scientific discovery
to help others innovate!

Master^3(Philosophy, Cognitive Science, Management & Leadership)

PhD candidate researching scientific practices with causal discovery algorithms

I love dancing:)

szymonmilkos.com
Reposted by Szymon Miłkoś
This Thursday I will give a talk on (causal) mediation analysis -- happy to have finally worked out what I want to tell people.
And happy to pilot a new mode of slide sharing: just putting them on my website (juliarohrer.com/resources/)
May 5, 2025 at 10:42 AM
Reposted by Szymon Miłkoś
This is really a fantastic piece on causality in biological systems, and relevant beyond neuroscience
onlinelibrary.wiley.com/doi/10.1111/...
Beyond Mechanism—Extending Our Concepts of Causation in Neuroscience
The search for neural mechanisms of behaviour often relies on a synchronic, driving view of causation, where neural activity drives more neural activity, which eventually drives behaviour. The real c...
onlinelibrary.wiley.com
March 24, 2025 at 10:41 PM
Reposted by Szymon Miłkoś
New blog post! In which I explain the issue with mediation analysis and sketch out one way to deal with the underlying causal inference problem -- in just a bit over 1,000 words!

If you have never found the time to read up on this, now is your chance.

www.the100.ci/2025/03/20/r...
Reviewer notes: That’s a very nice mediation analysis you have there. It would be a shame if something happened to it.
Mediation analysis has gotten a lot of flak, including classic titles such as “Yes, but what’s the mechanism? (Don’t expect an easy answer)” (Bullock et al., 2010), “What mediation analysis can (not) ...
www.the100.ci
March 20, 2025 at 1:40 PM
This is another partial evidence to more general claim: insights are signals about significant metaproblem change about problem (here re representing elements of narratives)
If you are curious about the brain🧠 on causal inference, insight💡, memory retrieval, and narrative comprehension🎬, this will be the one.

work by dream team @jinke.bsky.social Rhea Madhogarhia @ycleong.bsky.social @monicarosenb.bsky.social
Cortical reinstatement of causally related events sparks narrative insights by updating neural representation patterns https://www.biorxiv.org/content/10.1101/2025.03.12.642853v1
March 14, 2025 at 8:57 AM
Reposted by Szymon Miłkoś
Let's talk about this Nature piece in more detail.

I've rarely read something so anti-scientific anywhere short of the National Review.

www.nature.com/articles/d41...
Three AI-powered steps to faster, smarter peer review
Tired of spending countless hours on peer reviews? An AI-assisted workflow could help.
www.nature.com
March 6, 2025 at 5:34 AM
Reposted by Szymon Miłkoś
AI for science could be more impactful than chatbots. It is already helping win Nobel prizes and accelerating drug development and materials discovery.
Today we published an essay about it: why it matters, how it’s happening and its implications. Here is a summary from an econ / social sci lens.
November 26, 2024 at 10:39 AM
Reposted by Szymon Miłkoś
How hard is cognitive science?

🎬📽🍿 Video: m.youtube.com/watch?v=2bdK...

📖 Paper version: psyarxiv.com/k79nv/

Summary in #PaperThread below 🧵 1/n
How hard is cognitive science?
YouTube video by Iris van Rooij
m.youtube.com
February 16, 2025 at 5:30 PM
Reposted by Szymon Miłkoś
More evidence that peer review penalizes academic risk-taking from a new paper Pierre Azoulay and Wesley H. Greenblatt: "Does Peer Review Penalize Scientific Risk Taking? Evidence from NIH Grant Renewals." www.nber.org/papers/w33495
February 17, 2025 at 8:34 AM
Reposted by Szymon Miłkoś
A revised version of "Minimum Viable Experiment to Replicate" is up, where we expound why standard expectations from replications are unrealistic and experiments that may deliver on those replications are rare, if not nonexistent.

#metasci #sts #philsci

philsci-archive.pitt.edu/24720/7/Mini...
February 11, 2025 at 4:53 PM
Reposted by Szymon Miłkoś
"Reliability and validity are important properties for research methods to have. Yet, we also show that reliability and validity fall short of other epistemic virtues that are crucial to the quality of research methods" (Ventura, 2025).

doi.org/10.1007/s112...

#Methodology #MetaSci #PhilSci
February 6, 2025 at 7:04 AM
Reposted by Szymon Miłkoś
Thrilled to share our #ICLR2025 work on Meta-Causal States! 🌟 Causal graphs evolve with dynamic systems & agent actions. We show how to cluster causal models by qualitative behavior, revealing hidden dynamics & emergent relationships 🚀 #Causality #ML

https://arxiv.org/abs/2410.13054
January 24, 2025 at 7:34 PM
Reposted by Szymon Miłkoś
Should science communication be only about its societal benefits or should it be about the proper understanding of the nature of scientific practices?
This article looks into how scientists answer that question: link.springer.com/article/10.1...
How Scientists Perceive NOS and Its Value for Science Communication - Science & Education
A primary goal of science education and communication is to promote a functional scientific literacy that enables people to efficaciously engage with socioscientific issues (SSI), such as COVID-19 and...
link.springer.com
January 23, 2025 at 1:44 PM
Reposted by Szymon Miłkoś
Taylorism is a management philosophy based on using scientific optimization to maximize labor productivity and economic efficiency.

Here's the result of making the false Taylorist assumption that the output of scientific research is scientific papers—the more, faster, and cheaper, the better.
August 13, 2024 at 9:38 PM
Reposted by Szymon Miłkoś
We’re excited to announce the addition of the pure text version to the MDPI Open Peer Review Corpus 2!
October 24, 2024 at 9:23 AM
Reposted by Szymon Miłkoś
Me and @larsklintwall.bsky.social have been working on an app that will allow participants to interactively build networks of perceived causal relations.

I’ve put together a demo website, that I’m soft-launching while we continue to pilot the app

pecan-tool.rpsychologist.com

🧵👇
Interactive Perceived Causal Problem Networks (PECAN) Demo
Interactive Perceived Causal Problem Networks (PECAN) Demo
pecan-tool.rpsychologist.com
November 19, 2024 at 1:58 PM