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stat.ML2026
Is a Linear Probe Evidence of a Linear Representation?
Nadir Kutluozen, Christian Internò, David Klindt
The linear representation hypothesis holds that pretrained vision models encode generative factors as linearly decodable directions in feature space, and comes with a standard meth…
stat.ML2026
When Does LeJEPA Learn a World Model?
David Klindt, Yann LeCun, Randall Balestriero
A representation that scrambles the true degrees of freedom of the world cannot support reliable planning or compositional generalization. We prove that LeJEPA (alignment plus Gaus…