Authors: L Muttenthaler, K Greff, F Born, B Spitzer, S Kornblith
Year: 2025
Published in: Nature, 2025 - nature.com
Institution: Google DeepMind, Google, Machine Learning Group, Technische Universität Berlin, BIFOLD, Berlin Institute for the Foundations of Learning and Data, Max Planck Institute
Research Area: Cognitive Alignment, Computer Vision, Multi-level Conceptual Knowledge
Discipline: Artificial Intelligence, Cognitive Science
This paper presents a method for **aligning machine vision model representations with human visual similarity judgments across different abstraction levels, improving how well models reflect human perceptual and conceptual organization and enhancing generalization and uncertainty prediction.
Citations: 11