xuan (ɕɥɛn / sh-yen)'s Avatar

xuan (ɕɥɛn / sh-yen)

@xuanalogue.bsky.social

Assistant professor at NUS. Scaling cooperative intelligence & infrastructure for an increasingly automated future. PhD @ MIT ProbComp / CoCoSci. Pronouns: 祂/伊

7,235 Followers  |  450 Following  |  515 Posts  |  Joined: 23.06.2023
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Posts by xuan (ɕɥɛn / sh-yen) (@xuanalogue.bsky.social)

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frog on the floorrrr
where'd he come from
nobody knows
where he'll goooo

03.03.2026 10:36 — 👍 6    🔁 0    💬 1    📌 0
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The political effects of X’s feed algorithm - Nature Among users initially on a chronological feed, 7 weeks of exposure to X’s algorithmic feed in 2023 shifted political attitudes and account-following behaviour in a more conservative direction compared...

Check out this recent @nature.com paper reporting a field experiment on X. It shows X's algorithm boosts conservative content and downranks traditional media—shifting users’ views on key issues. Switching to chronological doesn’t reverse the effect. www.nature.com/articles/s41...

01.03.2026 23:56 — 👍 117    🔁 54    💬 5    📌 4
A line graph showing NSF grant awards made through 2/27/26 for fiscal year 2026 compared with grant awards for fiscal years 2021-2025.

A line graph showing NSF grant awards made through 2/27/26 for fiscal year 2026 compared with grant awards for fiscal years 2021-2025.

NSF Update (Awards through 2/27/26)

Directorates to follow

1/10

01.03.2026 14:48 — 👍 663    🔁 442    💬 28    📌 118

Wait you did theory of mind for self-driving cars? Very cool!

(Never wanted to work on the perception parts of robotics or AVs, but have worked a lot on and still work on Bayesian inverse planning.)

28.02.2026 15:17 — 👍 3    🔁 0    💬 0    📌 0

also just not fun as a vegetarian who tries to avoid killing insects for the most part 😞

09.02.2026 12:30 — 👍 5    🔁 0    💬 0    📌 0

just had my first encounter with rice weevils that I recall being aware of, and I am simultaneously upset at the fact that:
- there were bugs suddenly crawling out of my rice
- I have probably already eaten them previously
- apparently this is not especially uncommon with rice bought here
😖

09.02.2026 12:28 — 👍 1    🔁 0    💬 2    📌 0

also a cool thing about revisiting this after learning probabilistic programming is that now I could probably write a semantic parser + RSA-style pragmatic disambiguator that implements each of these theories :)

09.02.2026 11:43 — 👍 7    🔁 0    💬 1    📌 0
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in case people are curious, the diagrams only get more complicated lol

(also according to past Xuan, the homonymic theory is correct)

09.02.2026 11:38 — 👍 3    🔁 0    💬 1    📌 0

this prompted me to reread my 1st year college essay on whether proper names w diff. referents are more like indexicals ("I", etc.) vs. homonyms, and I totally forgot I made all these crazy diagrams despite not having taken a philosophy class before

truly doomed to be analytic-philosophy-brained 😅

09.02.2026 11:31 — 👍 7    🔁 0    💬 1    📌 0
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Also probabilistic programming has its own chapter 😊

09.02.2026 06:09 — 👍 5    🔁 0    💬 0    📌 0
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Finally bought my first actual copy of "AI: A Modern Approach" (as a reference for the lab) and it's cool to see that assistance games have their own section now!

cc: @dhadfieldmenell.bsky.social

09.02.2026 05:43 — 👍 16    🔁 0    💬 2    📌 0
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Gladys Mae West obituary: mathematician who pioneered GPS technology She made key contributions to US cold-war science despite facing huge barriers as a Black woman.

No joke: I got angry hate mail today for writing an obituary of a Black woman scientist—because the person felt she did didn’t deserve the recognition.

Which just makes me want to share it again: www.nature.com/articles/d41...

06.02.2026 09:09 — 👍 47145    🔁 19330    💬 1350    📌 795

as I'm revising my course materials, I keep stumbling upon cool @mc-stan.org developments.

Current favorites:
1. your model has funnels and you exhausted reparametrization ideas: metric = "dense_e" makes your HMC learn about covariance btw parameters. Sloooow, but effective!
1/

04.02.2026 13:30 — 👍 34    🔁 16    💬 2    📌 2

Incidentally I think one strong piece of evidence for the theory that (many) emotional expressions and their associated concepts are learned rather than innate is the ever-expanding set of Slack/Discord/etc emoji reactions.

04.02.2026 05:24 — 👍 4    🔁 1    💬 0    📌 0

Full paper / original thread here:

bsky.app/profile/yyan...

04.02.2026 04:41 — 👍 2    🔁 0    💬 0    📌 0
Value computations underpin flexible emotion expression

Yi Yang Teoh & Cendri A. Hutcherson 

Communications Psychology volume 3, Article number: 169 (2025) 

Abstract
Emotion expressions constitute a vital channel for communication, coordination and connection with others, but despite such valuable functions, people sometimes engage in expressive suppression or substitution (expressing emotions they do not genuinely feel). Yet, how exactly do people decide when and what to express? To answer this question, we developed a computational model that casts emotion expressions as value-based communicative decisions. Our model reveals that while people (N = 254) indeed tended to suppress expressions of anger towards others in anticipation of potential social costs as past work theorizes, they also engaged in other nuanced forms of expressive regulation, especially when their reputation was at stake. Most strikingly, people selectively exaggerated/suppressed expressions of happiness when others made more/less equitable choices, seemingly to communicate stronger normative preferences for fairness than they privately held. Together, these findings yield insights into how people regulate their emotion expressions, providing a mechanistic and unified account of the different expressive behaviors people flexibly engage in to navigate their complex social interactions with others.

Value computations underpin flexible emotion expression Yi Yang Teoh & Cendri A. Hutcherson Communications Psychology volume 3, Article number: 169 (2025) Abstract Emotion expressions constitute a vital channel for communication, coordination and connection with others, but despite such valuable functions, people sometimes engage in expressive suppression or substitution (expressing emotions they do not genuinely feel). Yet, how exactly do people decide when and what to express? To answer this question, we developed a computational model that casts emotion expressions as value-based communicative decisions. Our model reveals that while people (N = 254) indeed tended to suppress expressions of anger towards others in anticipation of potential social costs as past work theorizes, they also engaged in other nuanced forms of expressive regulation, especially when their reputation was at stake. Most strikingly, people selectively exaggerated/suppressed expressions of happiness when others made more/less equitable choices, seemingly to communicate stronger normative preferences for fairness than they privately held. Together, these findings yield insights into how people regulate their emotion expressions, providing a mechanistic and unified account of the different expressive behaviors people flexibly engage in to navigate their complex social interactions with others.

I was curious whether people have developed "rational models" of emotional expression, and it looks like there's a very recent paper on the topic!

By @yyangteoh.bsky.social and @cendripetalfrce.bsky.social.

04.02.2026 04:40 — 👍 6    🔁 0    💬 1    📌 0
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Value computations underpin flexible emotion expression - Communications Psychology People do not always express the emotions they feel truthfully. Computational modelling reveals that people flexibly regulate their emotion expressions by balancing their value as a communicative sign...

Happy to finally see this paper (w/ @cendripetalfrce.bsky.social) out now @commspsychol.nature.com
We built a computational framework to show people flexibly balance communicative benefits against social costs when deciding whether and how to express their emotions. www.nature.com/articles/s44...

24.11.2025 17:09 — 👍 11    🔁 4    💬 2    📌 2

One of the earlier feminist lessons I had to learn in life was how to cut off friendships with sexual abusers (+ their friend groups).

I unfortunately had to learn this in high school, but with all the Epstein stuff coming out, I'm reminded that most haven't learned this at all.

04.02.2026 01:31 — 👍 5    🔁 0    💬 0    📌 0

example is adapted from @julianje.bsky.social's paper haha

29.01.2026 13:31 — 👍 2    🔁 0    💬 0    📌 1
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in which my students explain the context-sensitivity of social roles and norms 😅

29.01.2026 13:29 — 👍 14    🔁 1    💬 1    📌 0
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a phd

27.01.2026 10:45 — 👍 875    🔁 100    💬 14    📌 11

other people: reading the Innovator's Dilemma bc they want to run a successful start-up

me rn: reading the Innovator's Dilemma bc I'm a historical materialist 🌹

27.01.2026 12:18 — 👍 7    🔁 1    💬 0    📌 0

I'd like to say something about ICE, but what if they review my social media history the next time I apply for an ESTA, decide my wokeness will destroy America, and shoot me 10 times dead when I next cross the border? Can't really blame them 🤷🏻‍♀️

26.01.2026 17:22 — 👍 8    🔁 0    💬 0    📌 0
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watched Ed Feigenbaum talk at #AAAI2026 and apparently the way he got into AI research was kinda like mine --- got bored as an elec. eng. freshman, took a class on "Ideas & Social Change", which led to studying with Herbert Simon on Math. Models in the Social Sciences, and hence, AI!

24.01.2026 10:59 — 👍 6    🔁 1    💬 0    📌 0

Wow *none* of the top-10 Google results properly explain the slang etymology of "chopped" (unattractive / ugly), so I feel obliged to note that it almost certainly comes from ballroom + drag culture, where being "chopped" means being cut from a performance category.

12.01.2026 11:33 — 👍 5    🔁 0    💬 0    📌 0

Then again, I suppose this is the generation for whom "chopped" is simply part of the vernacular.

12.01.2026 11:21 — 👍 5    🔁 0    💬 1    📌 0

Just walked past a NUS student dance group doing warmups to a ballroom / vogue track, Ha Dub and all, and frankly I'm confused how the gayest possible dance music has become this globally mainstream.

12.01.2026 11:19 — 👍 4    🔁 0    💬 1    📌 0

Apparently the LHS is by a Singapore-based company so I apologize on behalf of my country

06.01.2026 22:37 — 👍 0    🔁 0    💬 0    📌 0
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I regret to report that the AI ads have spread to HK airport.

06.01.2026 22:36 — 👍 2    🔁 0    💬 1    📌 0