Abstract: Activation functions are essential components in any neural network model; they play a crucial role in determining the network’s expressive power through their introduced non-linearity.

Abstract: Nonlinear functions (NFs) in Transformers require high-precision computation consuming significant time and energy, despite the aggressive quantization schemes for other components.

You can define macros and ⚠ MANUALLY update by executing umath.preview.reloadMacros (Ultra Math Preview: Reload Macros). "Automatically updating macros" has been disabled, because it can affect ...

Macroeconomic disturbances affect both current fundamentals and expectations of future fundamentals, but most analyses report only the total of these effects. The expectation response function (ERF) ...

This file provides functions and modules that construct shapes from a list of cross sections. In the case of skin() you specify each cross sectional shape yourself, and the number of points can vary.