Author

M. Wyart

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#machine learning Preprint Oct 2026

A theory of platonic representations in language models

Representations of translated sentences are similar in the inner layers of multilingual language models -- an observation connected to the platonic representation hypothesis, yet unexplained theoretically. We provide an explanation based on the assumption that data have a hidden hierarchical structure whose abstract le...

Darshil Doshi, Wen-Jie Zhou, C. Wegner et al. · 0 citations

Open access Aug 2026

Soft matter, hard rules: Emulsions follow the laws of granular suspension rheology.

The flow of dense emulsions underlies applications from food and pharmaceutical processing to bioengineering, yet their rheology remains difficult to interpret under conventional volume-imposed conditions. Here, we change the control variable to osmotic-pressure using a recently developed instrument-the Capillarytron....

Wenjun Chen, Eric De Giuli, M. Wyart et al. · Proceedings of the National... · 0 citations