Subsequently, based on predetermined thresholds, it determines which atom pairs are connected by edges, thus forming a directed graph. In the implementation of BiEGCL, the normalized coordinate differences are used instead of raw coordinate differences to better meet the requirements of the model. During the information propagation process, we also employ an attention mechanism module to enhance the attention and processing of the interactions among different atoms.