Nov 17, 2022 · We investigate the sample complexity of bounded two-layer neural networks using different activation functions.

... Lipschitz contains activations under which the sample complexity is larger than any element-wise Lipschitz activation functions. One can view a non-element ...

Mar 15, 2024 · This study delves into the sample complexity of two-layer neural networks. For a given reference matrix W0∈RT×d (typically representing ...

We investigate the sample complexity of bounded two-layer neural networks using different activation ... Element-Wise Lipschitz Activation. @inproceedings{ ...

Lipschitz vs Element-Wise Lipschitz Activation. Amit Daniely. School of ... We prove that if σ is element-wise, then the sample complexity of H is width.

This study delves into the sample complexity of two-layer neural networks. For a given reference matrix W0 ∈ RT ×d (typically representing initial training ...

We investigate the sample complexity of bounded two-layer neural networks using different activation functions. In particular, we consider the class ...

Jan 20, 2024 · On the Sample Complexity of Two-Layer Networks: Lipschitz Vs. Element-Wise Lipschitz Activation. Amit Daniely. [email protected].

Jul 25, 2024 · Amit Daniely, Elad Granot: On the Sample Complexity of Two-Layer Networks: Lipschitz Vs. Element-Wise Lipschitz Activation.

Feb 25, 2024 · We investigate the sample complexity of bounded two-layer neural networks using different activation functions. In particular, we consider the ...