2025 "high-dimensional asymptotics" Papers

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How Data Mixing Shapes In-Context Learning: Asymptotic Equivalence for Transformers with MLPs

Samet Demir, Zafer Dogan

NEURIPS 2025posterarXiv:2510.25753

PCA++: How Uniformity Induces Robustness to Background Noise in Contrastive Learning

Mingqi Wu, Qiang Sun, Archer Yang

NEURIPS 2025spotlightarXiv:2511.12278