This is a sequel to our previous post on the Touchette-Lloyd theorem[1]. The previous post contained some introductory material and motivation for the theorem. Here, we will walk through the proof of the theorem and explore its applications in a few worked examples. It isn't strictly necessary to read that...
This post is an informal explainer of our paper which can be found on arxiv. This work was funded by the Advanced Research + Invention Agency (ARIA) Safeguarded AI Programme through project code MSAI-SE01-P005. Introduction There is an intuition that a powerful agent might have to contain some kind of...
The story so far We (Alfred and Jeremy) started a Dovetail project on Natural Latents in order to get some experience with the proofs. Originally we were going to take a crack at this bounty, but just before we got started John and David published a proof, closing the bounty....
This post is about one of the results described in the 2004 paper 'Information-theoretic approach to the study of control systems' by Hugo Touchette and Seth Lloyd.[1] The paper compares 'open-loop' and 'closed-loop' controllers (which we here call 'blind' and 'sighted' policies) for the task of reducing entropy and quantifies...
This job is part of an Advanced Research + Invention Agency-funded project. Summary: Dovetail is an agent foundations research group. We've recently received an ARIA grant to fund more team members over the next year. This application is for a 10-week fellowship in graduate-level mathematics, which may then be extended...
This post was written during the Dovetail Research Fellowship. Thanks to Alex, Dalcy, and Jose for reading and commenting on the draft. This post assumes that you are familiar with the Abstract Internal Model Principle (IMP). In a previous post, I wrote what I hope is a fairly straightforward explanation...