"universal function approximation" Papers

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Expressivity of Neural Networks with Random Weights and Learned Biases

Ezekiel Williams, Alexandre Payeur, Avery Ryoo et al.

ICLR 2025arXiv:2407.00957
7
citations

Theory, Analysis, and Best Practices for Sigmoid Self-Attention

Jason Ramapuram, Federico Danieli, Eeshan Gunesh Dhekane et al.

ICLR 2025arXiv:2409.04431
39
citations

ReLU Network with Width $d+\mathcal{O}(1)$ Can Achieve Optimal Approximation Rate

Chenghao Liu, Minghua Chen

ICML 2024