Abstract: With the increasing implementation of machine learning models on the edge or Internet of Things (IoT) devices, deploying advanced models on resource-constrained IoT devices remains ...

I'd like to suggest the implementation of implicit reparameterization gradients, as described in the paper [1], for the Gamma distribution: ndarray.sample_gamma and symbol.sample_gamma. This will ...

Official implementation of "Reparameterization through Spatial Gradient Scaling". VGG-11 70.8±0.1 73.2±0.1 73.4±0.1 VGG-16 74.9±0.1 76.2±0.1 76.7±0.1 ResNet-18 77.8±0.1 78.8±0.1 78.6±0.1 ...

Deploying large language models (LLMs) on resource-constrained devices presents significant challenges due to their extensive parameters and reliance on dense multiplication operations. This results ...