Getting aligned on representational alignment

• Main Authors: Sucholutsky, Ilia, Muttenthaler, Lukas, Weller, Adrian, Peng, Andi, Bobu, Andreea, Kim, Been, Love, Bradley C, Grant, Erin, Groen, Iris, Achterberg, Jascha, Tenenbaum, Joshua B, Collins, Katherine M, Hermann, Katherine L, Oktar, Kerem, Greff, Klaus, Hebart, Martin N, Jacoby, Nori, Zhang, Qiuyi, Marjieh, Raja, Geirhos, Robert, Chen, Sherol, Kornblith, Simon, Rane, Sunayana, Konkle, Talia, O'Connell, Thomas P, Unterthiner, Thomas, Lampinen, Andrew K, Müller, Klaus-Robert, Toneva, Mariya, Griffiths, Thomas L
• Format: Journal Article
• Language: English
• Published: 18.10.2023
• Subjects: Computer Science - Artificial Intelligence; Computer Science - Learning; Computer Science - Neural and Evolutionary Computing; Quantitative Biology - Neurons and Cognition

Biological and artificial information processing systems form representations that they can use to categorize, reason, plan, navigate, and make decisions. How can we measure the extent to which the representations formed by these diverse systems agree? Do similarities in representations then transla...