Dan Malinsky's Avatar

Dan Malinsky

@danielmalinsky.bsky.social

Assistant Professor of Biostatistics at Columbia. I study causal inference, graphical models, machine learning, algorithmic (un)fairness, social + environmental determinants of health, etc. Opinions my own. http://www.dmalinsky.com

1,219 Followers  |  524 Following  |  68 Posts  |  Joined: 15.11.2024  |  1.9874

Latest posts by danielmalinsky.bsky.social on Bluesky

πŸŽ‰ We’re excited to announce the Keynote Speakers for #UAI2026 β€” three researchers shaping the future of causal learning, large-scale ML, and responsible AI. πŸ‘‡

11.02.2026 21:49 β€” πŸ‘ 9    πŸ” 3    πŸ’¬ 1    πŸ“Œ 0
Preview
White House pitches renaming Penn Station as Trump Station to unlock Gateway tunnel funding Riders at the dreary rail hub said they just wanted to see transit improvements continue.

New Yorkers really believed, until now, that Penn Station could not possibly get any worse

gothamist.com/news/is-nyc-...

06.02.2026 18:53 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Highly recommend reading the entire excerpt, linked below, from Peter Drucker's autobiography -- on some different rationalizations for collaborating with an evil regime

04.02.2026 17:04 β€” πŸ‘ 8    πŸ” 1    πŸ’¬ 0    πŸ“Œ 0

Thanks for the re-post @gregggonsalves.bsky.social -- this is from a while ago but things are much much worse now, so still relevant, I think.

This whole thread is recommended reading!

04.02.2026 14:56 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
Preview
Live: Man shot by federal agent in south Minneapolis this morning, witnesses say More than a hundred protesters and observers have gathered near E. 26th Street and Nicollet Avenue.

Witnesses say a man was shot by a federal agent in south Minneapolis this morning. The Minnesota Star Tribune is on the scene:
www.startribune.com/ice-raids-mi...

24.01.2026 15:46 β€” πŸ‘ 625    πŸ” 389    πŸ’¬ 34    πŸ“Œ 27

So sorry.

20.01.2026 05:08 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Full Law Identification in Graphical Models of Missing Data: Completeness Results Missing data has the potential to affect analyses conducted in all fields of scientific study including healthcare, economics, and the social sciences. Several approaches to unbiased inference in t...

Might be on the scary* side but two really thorough papers on this topic:

proceedings.mlr.press/v119/nabi20a...
and
arxiv.org/abs/2210.05558

*the scariness is just notation, really!

18.01.2026 22:29 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

thank you, *somebody* gets me

17.12.2025 04:12 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Proposed* official UAI2026 conference taglines:

"UAI2026: gotta be crazy to be certain about AI these days"

"UAI: 2 uncertain 2 AI"

"I went to UAI2026 and all I got was this lousy uncertainty"

Vote for your fav or propose your own!

www.auai.org/uai2026/

(*by me, under consideration by no one)

16.12.2025 20:28 β€” πŸ‘ 0    πŸ” 1    πŸ’¬ 1    πŸ“Œ 0

Excited to be serving as Program co-Chair of UAI 2026 with Ema Perkovic! We are busy working on facilitating an excellent program.

In my unbiased opinion UAI is an ideal venue at the intersection of stats & CS: good size, good science, good vibes.

Please submit your work!

16.12.2025 19:10 β€” πŸ‘ 8    πŸ” 2    πŸ’¬ 0    πŸ“Œ 1

If this is how millennial professors of philosophy are teaching logic to gen Z these days, we're in real trouble

18.11.2025 15:09 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
Preview
US Latinos mobilize to monitor – and improve – local air quality: β€˜We have to fix it’ As Latino communities ramp up air quality monitoring, Trump’s EPA moves to weaken pollution regulations

Inspiring to see communities doing both the science and advocacy needed to protect their neighborhoods, as the federal government rolls back environmental regulations

www.theguardian.com/us-news/2025...

by @thaliajuarez.bsky.social

28.09.2025 15:38 β€” πŸ‘ 3    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

www.aclu.org/news/free-sp...

24.09.2025 18:51 β€” πŸ‘ 6    πŸ” 3    πŸ’¬ 0    πŸ“Œ 0

www.theguardian.com/commentisfre...

09.09.2025 02:37 β€” πŸ‘ 3    πŸ” 1    πŸ’¬ 0    πŸ“Œ 0
Preview
Mediation Analysis in the Presence of Sample Selection Bias with an Application to Disparities in Liver Transplantation Listing The study of disparities in the liver transplantation process may focus on quantifying causal effects, particularly the average, direct, or indirect effects of various social determinants of health on...

In case you want to take a break from ~everything else going on~ to read a lil bit about causal mediation analysis, sample selection bias, and disparities in liver transplantation decisions... here's a new paper: arxiv.org/abs/2509.01969

08.09.2025 20:41 β€” πŸ‘ 5    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Real β€œis there a doctor on this plane??” moment

04.09.2025 13:06 β€” πŸ‘ 3    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Ooof can't believe I didn't catch that error on edit, my bad!

03.09.2025 21:12 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

If a Leverhulme prize-winning philosopher calls it "philosophy" on the social constructionist account of "what is philosophy"...

03.09.2025 18:21 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

I wrote something about statistics under authoritarianism

02.09.2025 12:46 β€” πŸ‘ 15    πŸ” 7    πŸ’¬ 1    πŸ“Œ 0
08.08.2025 02:45 β€” πŸ‘ 8    πŸ” 1    πŸ’¬ 0    πŸ“Œ 0

Authors briefly mention tetrad constraints but then move on to discuss goodness-of-fit tests (not reliable for this) and a more informal "plausibility" considerations rather than formal model search procedures with consistency guarantees

06.08.2025 14:40 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Curious how you think this connects to the large literature on discovering latent causal models from data (eg www.jmlr.org/papers/volum...) or at least testing the causal status of a hypothesized model rss.onlinelibrary.wiley.com/doi/full/10....

06.08.2025 14:40 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

In addition to the below I think this may be helpful: academic.oup.com/ectj/article...

05.08.2025 13:33 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Do you know any papers that make the case for this well? Bc I think it is an ill-advised idea in general

31.07.2025 16:48 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Mohan and Pearl (and Tian) give results for various special cases of m-DAG models, but this work outlines (part of) a general identification theory more broadly applicable. Also I would say there are some philosophical differences

31.07.2025 16:12 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
Causal and Counterfactual Views of Missing Data Models It is often said that the fundamental problem of causal inference is a missing data problem -- the comparison of responses to two hypothetical treatment assignments is made difficult because for every...

Agree! I think the view is expressed nicely here: arxiv.org/abs/2210.05558

31.07.2025 15:21 β€” πŸ‘ 5    πŸ” 1    πŸ’¬ 3    πŸ“Œ 0

This paper I contributed to may be of interest to both public health folks and philosophers of science β€” we outline a view of how to understand and operationalize β€œintrinsic health” as distinct from β€œno disease”

(ffo of words like β€œemergence” and β€œoperationalize”)

26.06.2025 21:42 β€” πŸ‘ 18    πŸ” 3    πŸ’¬ 1    πŸ“Œ 0

Zohran's victory is a glimmer of light in a very dark time <3

25.06.2025 08:13 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
ADD YOUR NAME: Sign the Open Letter in Support of NIH Staff Join the courageous and committed National Institutes of Health (NIH) public servants by adding your name now.

Support the brave staffers at @NIH! #BethesdaDeclaration actionnetwork.org/forms/add-na...

09.06.2025 14:10 β€” πŸ‘ 56    πŸ” 25    πŸ’¬ 0    πŸ“Œ 1

Join the AAUP and your dues go to support lawsuits like these against the Trump admin!

04.06.2025 17:21 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

@danielmalinsky is following 19 prominent accounts