ICLR 2024 Workshop on
Representational Alignment
(Re-Align)
Let’s get aligned on representational alignment between artificial and biological neural systems! What is representational alignment, how should we measure it, and how can it be beneficial for the science of intelligence?
Saturday, May 11th, 2024
collocated with ICLR 2024 in Vienna, Austria
All decisions have been sent out and the list of accepted papers and the updated workshop schedule can be found below. We are super excited to see you all in Vienna!
The question of What makes a good representation? in
machine learning can be addressed in one of several ways: By
evaluating downstream behavior, by inspecting internal
representations, or by characterizing a system’s inductive biases.
Each of these methodologies involves measuring the alignment of an
artificial intelligence (AI) system to a ground truth system (usually a
human or a population of humans) at some level of analysis (be it
behavior, internal representation, or something in between).
However, despite this shared goal, the machine learning,
neuroscience, and cognitive science communities that study
alignment among artificial and biological intelligence systems
currently lack a shared framework for conveying insights across
methodologies and disciplines.
This workshop aims to bridge this gap by
defining, evaluating, and understanding the implications of
representational alignment among biological & artificial
systems. We invite researchers across the machine learning,
neuroscience, and cognitive science communities to contribute to
this discussion in the form of invited talks, contributed papers,
and structured discussions that address questions such as:
In collaboration with other researchers, the organizers have prepared a position paper (đź“„ paper) that collects prior work and highlights key issues on the topic of representational alignment. A concrete goal of the workshop is to expand this paper with any new insights generated during the workshop.
Below you will find a list of all papers accepted as contributed talks and posters. The papers and their corresponding reviews can be found on the workshop's OpenReview's page.
Poster session 1:
Poster sessions 2:
Please follow the official ICLR guidelines regarding the size of workshop posters. Note that these are different from posters presented at the main conference.
Our goal is to allow every accepted paper to be presented in person. If our assigned space at the conference does not have the capacity for all papers to be presented as posters, we will feature any papers we cannot accommodate via presentation in an asynchronous virtual format (3 minute long videos hosted on online platform). This option will also be available to presenters who are unable to travel to Vienna due to visa issues or restrictions in terms of their available funding. Please contact us as soon as possible if you need to make use of the remote presentation format.