Federico Adolfi's Avatar

Federico Adolfi

@fedeadolfi.bsky.social

Computation & Complexity | AI Interpretability | Meta-theory | Computational Cognitive Science https://fedeadolfi.github.io

6,559 Followers  |  751 Following  |  566 Posts  |  Joined: 02.08.2023  |  1.7923

Latest posts by fedeadolfi.bsky.social on Bluesky

I’m interrupting this transmission to let you know that as I was walking around in a poster session the other day I realized I cannot take seriously any work with “Lotka-Volterra” on it and it’s all due to some joke you probably made 4 years ago

11.08.2025 16:10 — 👍 1    🔁 0    💬 0    📌 0

This reminds me of that famous paper ‘Neuroscience needs no stinking behavior’

11.08.2025 16:00 — 👍 2    🔁 0    💬 0    📌 0

Turbulence

06.08.2025 13:14 — 👍 0    🔁 0    💬 0    📌 0

I just discovered (the hard way) that having a fruit salad before drinking tonic water makes the latter taste like airplane toilet

06.08.2025 02:50 — 👍 2    🔁 0    💬 1    📌 0

@laurennross.bsky.social is giving an important reminder of the importance of philosophy of science in cognitive science at the #cogsci2025 keynote, which I really appreciate in the current moment.

02.08.2025 16:23 — 👍 17    🔁 3    💬 0    📌 0

Me: hi sorry I think I left my keycard in my room

Front desk guy: no problem sir what’s your room number

Me: I think I forgot my room number

Guy: can I have some id

Me: look we can do this all day

02.08.2025 02:13 — 👍 27    🔁 1    💬 0    📌 0

Me: hi sorry I think I left my keycard in my room

Front desk guy: no problem sir what’s your room number

Me: I think I forgot my room number

Guy: can I have some id

Me: look we can do this all day

02.08.2025 02:13 — 👍 27    🔁 1    💬 0    📌 0

If I may level up to the galaxy brain variant:

Just trotting out the aphorism “all models are wrong but some are useful” doesn’t make your…thing… a model

31.07.2025 19:13 — 👍 1    🔁 0    💬 1    📌 0
Brain Surfaces of 70 primate species

Brain Surfaces of 70 primate species

1
To predict the behaviour of a primate, would you rather base your guess on a closely related species or one with a similar brain shape? We looked at brains & behaviours of 70 species, you’ll be surprised!

🧵Thread on our new preprint with @r3rt0.bsky.social , doi.org/10.1101/2025...

27.07.2025 17:26 — 👍 463    🔁 212    💬 13    📌 23
Kaiserslautern, Germany

Kaiserslautern, Germany

📣 Life update: Thrilled to announce that I’ll be starting as faculty at the Max Planck Institute for Software Systems this Fall!

I’ll be recruiting PhD students in the upcoming cycle, as well as research interns throughout the year: lasharavichander.github.io/contact.html

22.07.2025 04:12 — 👍 86    🔁 11    💬 13    📌 3
Home First Workshop on Interpreting Cognition in Deep Learning Models (NeurIPS 2025)

Excited to announce the first workshop on CogInterp: Interpreting Cognition in Deep Learning Models @ NeurIPS 2025! 📣

How can we interpret the algorithms and representations underlying complex behavior in deep learning models?

🌐 coginterp.github.io/neurips2025/

1/4

16.07.2025 13:08 — 👍 52    🔁 18    💬 1    📌 1

Psychologist: does vision rely on texture or shape?

Cognitive neuroscientist: I’ll check which of the two this brain region cares about

Next gen naturalistic comp cog NeuroAI person: shh guys enough with the dichotomous testing, I’m busy testing if it’s the training data or the objective function

16.07.2025 19:39 — 👍 3    🔁 1    💬 0    📌 0

Psychologist: does vision rely on texture or shape?

Cognitive neuroscientist: I’ll check which of the two this brain region cares about

Next gen naturalistic comp cog NeuroAI person: shh guys enough with the dichotomous testing, I’m busy testing if it’s the training data or the objective function

16.07.2025 19:39 — 👍 3    🔁 1    💬 0    📌 0

And cynicism! Don’t forget cynicism

05.07.2025 10:52 — 👍 3    🔁 0    💬 1    📌 0

Welcome to July, the last month of the year we get “sorry I meant July of course not June” emails

04.07.2025 19:48 — 👍 3    🔁 0    💬 0    📌 0

Important conversation and insights here. But the most important thing we should learn from this thread is how effectively I have so far dodged the monumental nerd snipe that this is for me

04.07.2025 16:51 — 👍 3    🔁 1    💬 1    📌 0

Ok I fully sympathize and share this experience but also:

bsky.app/profile/fede...

02.07.2025 19:49 — 👍 2    🔁 0    💬 1    📌 0

ExplainableAI has long frustrated me by lacking a clear theory of what an explanation should do. Improve use of a model for what? How? Given a task what's max effect explanation could have? It's complicated bc most methods are functions of features & prediction but not true state being predicted 1/

02.07.2025 16:53 — 👍 43    🔁 8    💬 2    📌 0
The Computational Complexity of Circuit Discovery for Inner... Many proposed applications of neural networks in machine learning, cognitive/brain science, and society hinge on the feasibility of inner interpretability via circuit discovery. This calls for...

Very cool, look forward to reading it! You might be interested in our recent ICLR paper, which approaches circuit discovery in mechanistic interpretability in a similar spirit re formalization and attention to the affordances of explanations (through diff methods, tho)
openreview.net/forum?id=Qog...

02.07.2025 18:46 — 👍 2    🔁 0    💬 1    📌 0

I have a lot of concerns about the Binz et al. Centaur paper, but I'll start this thread with what I like: Matching human behavioral data is critical when modeling human cognition. Trying to match neural data is interesting and possibly informative, but not sufficient for modeling the human mind. 1/

02.07.2025 16:29 — 👍 32    🔁 5    💬 2    📌 2
The scene from Severance where Mr. Milchick sits in front of a mirror and practices saying things using shorter phrases and simpler words.
The caption reads: "my scholarly pursuits deserve your praise and wealth...", "my work is mysterious and interesting...", "I did a thing...", "Fund me".

The scene from Severance where Mr. Milchick sits in front of a mirror and practices saying things using shorter phrases and simpler words. The caption reads: "my scholarly pursuits deserve your praise and wealth...", "my work is mysterious and interesting...", "I did a thing...", "Fund me".

Me writing a grant

23.06.2025 16:45 — 👍 18    🔁 3    💬 0    📌 0

Me: so we made an honest effort and wrote a research statement. Now we can rel—

Brain:

Me: —what?

Brain:

Me: don’t be dramat—

Brain: I hate it and wanna set it on fire

26.06.2025 21:24 — 👍 10    🔁 1    💬 0    📌 1

Sometimes I feel guilty that I’m posting my silly jokes here and then I see others posting like they are crossing the worst reverse inference fallacies from cognitive neuroscience with the most lazy takes on LLMs and I’m like you know what it’s probably ok people need a break from this

26.06.2025 23:20 — 👍 12    🔁 1    💬 0    📌 0
Post image

Binz et al. (in press, Nature) developed an LLM called Centaur that better predicts human responses in 159 of 160 behavioural experiments compared to existing cognitive models. See: arxiv.org/abs/2410.20268

26.06.2025 20:29 — 👍 64    🔁 23    💬 3    📌 7

Sometimes I feel guilty that I’m posting my silly jokes here and then I see others posting like they are crossing the worst reverse inference fallacies from cognitive neuroscience with the most lazy takes on LLMs and I’m like you know what it’s probably ok people need a break from this

26.06.2025 23:20 — 👍 12    🔁 1    💬 0    📌 0

Me: so we made an honest effort and wrote a research statement. Now we can rel—

Brain:

Me: —what?

Brain:

Me: don’t be dramat—

Brain: I hate it and wanna set it on fire

26.06.2025 21:24 — 👍 10    🔁 1    💬 0    📌 1
The scene from Severance where Mr. Milchick sits in front of a mirror and practices saying things using shorter phrases and simpler words.
The caption reads: "my scholarly pursuits deserve your praise and wealth...", "my work is mysterious and interesting...", "I did a thing...", "Fund me".

The scene from Severance where Mr. Milchick sits in front of a mirror and practices saying things using shorter phrases and simpler words. The caption reads: "my scholarly pursuits deserve your praise and wealth...", "my work is mysterious and interesting...", "I did a thing...", "Fund me".

Me writing a grant

23.06.2025 16:45 — 👍 18    🔁 3    💬 0    📌 0

Me: put that down already, we’re working on project B today

Brain: *staring at shiny project A* why not, after all, why shouldn’t I keep it

Me: ffs leave it

Brain: my preci—

Me: don’t

17.06.2025 20:33 — 👍 22    🔁 3    💬 2    📌 0

I don’t believe my surname has any nice resonances (especially not in Germany 😬) but you have to admit Gandolfi is a great candidate for Italian Gandalf

19.06.2025 17:31 — 👍 2    🔁 0    💬 0    📌 0
A handmade brown suede notebook

A handmade brown suede notebook

Brown suede notebook cross stitched on the side

Brown suede notebook cross stitched on the side

I’m sorry for any psychic damage this may cause but in fairness it’s your fault for being the professor of industrial design that asked the question and a bit my fault for winging it. It’s supposed to be a notebook

18.06.2025 20:29 — 👍 2    🔁 0    💬 1    📌 0

@fedeadolfi is following 20 prominent accounts