Just submitted an application, picked up a banana and was greeted by:

Then, 5 minutes before the ICLR deadline, it surprised me with motivation in Greek (Ela! means Come on!).

The best feature of overleaf is the subliminal messages it produces by choosing how to order the author tiles.

It was a long day, and Overleaf was like, maybe you should go to the pub!

Milestone: First Probabilistic Circuits meme.

📕 ⬇️ My thesis on 🚫unargmaxable outputs is online! Check it out if you want to learn more about how output layers constrain what neural networks can and cannot predict 👉 era.ed.ac.uk/handle/1842/...

Have you tried solving [MASK] using GenAI?

In the animation, the white plane is the columnspace of a linear map from f: R^2 -> R^4. The plane moves as we change the columnspace. The planes on the right discretise space into regions which correspond to rankings of 4 elements. Intersected regions correspond to realisable rankings.

Cover's result is beautiful and still applies widely to today's #ML models: e.g. LLMs cannot rank their vocabulary in all possible ways 📊

Putting aside enumeration, a visual way of thinking about which rankings are realisable is:

Oh cool, fontawesome has an argmax emoji 😁

Need a prompt version of: imgs.xkcd.com/comics/explo...

Post a picture you took (no description) to bring some zen to the timeline