Abstract: We present a tree-based reparameterization (TRP) framework that provides a new conceptual view of a large class of algorithms for computing approximate marginals in graphs with cycles. This ...

SR-FFRT 是一个专注于实时面部表情识别的创新深度学习模型。该模型采用结构重参数化（Structural Reparameterization ...

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 ...

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 ...

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 ...