Over the past year, my lab has been working on fleshing out theory + applications of the Platonic Representation Hypothesis.

Today I want to share two new works on this topic:

Eliciting higher alignment: arxiv.org/abs/2510.02425
Unpaired learning of unified reps: arxiv.org/abs/2510.08492

1/9

https://representational-alignment.github.io/2025/

Learn about aligning minds and machines.

Call for papers is live now—join us at
@iclr_conf
#ICLR2025.

representational-alignment.github.io/2025/

🚨Call for Papers🚨
The Re-Align Workshop is coming back to #ICLR2025

Our CfP is up! Come share your representational alignment work at our interdisciplinary workshop at
@iclr-conf.bsky.social

Deadline is 11:59 pm AOE on Feb 3rd

representational-alignment.github.io

Any downside to having diversity with competing methods of alignment?

If "good" and "ethics" are universal, having many different ways of arriving at it seems to be safer than a unipolar governance.

Introducing ASAL: Automating the Search for Artificial Life with Foundation Models

Blog: sakana.ai/asal/

We propose a new method called Automated Search for Artificial Life (ASAL) which uses foundation models to automate the discovery of the most interesting and open-ended artificial lifeforms!