To overcome these challenges, we present an innovative framework, Multi-Scale Contrast for Global-Interaction Graph Representation Learning (MSCGI) to capture more abundant features. Firstly, our ...

This valuable study introduces a self-supervised machine learning method to classify C. elegans postures and behaviors directly from video data, offering an alternative to the skeleton-based ...

The main idea is to utilize graph convolutional network (GCN ... Most importantly, this network introduces a new method for device representation using graphs. It explicitly encodes the coupling ...