"universal approximation" Papers

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Attention Mechanism, Max-Affine Partition, and Universal Approximation

Hude Liu, Jerry Yao-Chieh Hu, Zhao Song et al.

NeurIPS 2025posterarXiv:2504.19901
6
citations

Revisiting Random Walks for Learning on Graphs

Jinwoo Kim, Olga Zaghen, Ayhan Suleymanzade et al.

ICLR 2025posterarXiv:2407.01214
7
citations

Auto-Regressive Next-Token Predictors are Universal Learners

Eran Malach

ICML 2024poster

DNA-SE: Towards Deep Neural-Nets Assisted Semiparametric Estimation

Qinshuo Liu, Zixin Wang, Xi'an Li et al.

ICML 2024poster

Prompting a Pretrained Transformer Can Be a Universal Approximator

Aleksandar Petrov, Phil Torr, Adel Bibi

ICML 2024poster

Universality of Linear Recurrences Followed by Non-linear Projections: Finite-Width Guarantees and Benefits of Complex Eigenvalues

Antonio Orvieto, Soham De, Caglar Gulcehre et al.

ICML 2024poster

Weisfeiler Leman for Euclidean Equivariant Machine Learning

Snir Hordan, Tal Amir, Nadav Dym

ICML 2024poster