Mechanistic mode connectivity

ES Lubana, EJ Bigelow, RP Dick… - International …, 2023 - proceedings.mlr.press
We study neural network loss landscapes through the lens of mode connectivity, the
observation that minimizers of neural networks retrieved via training on a dataset are …

Do invariances in deep neural networks align with human perception?

V Nanda, A Majumdar, C Kolling… - Proceedings of the …, 2023 - ojs.aaai.org
An evaluation criterion for safe and trustworthy deep learning is how well the invariances
captured by representations of deep neural networks (DNNs) are shared with humans. We …

First Workshop on Representational Alignment (Re-Align)

E Grant, I Sucholutsky, J Achterberg, K Hermann… - ICLR 2024 … - openreview.net
Biological and artificial information processing systems form representations of the world
that they can use to categorize, reason, plan, navigate, and make decisions. To what extent …