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Traffic prediction is an important and yet highly challenging problem due to the complexity and constantly changing nature of traffic systems. ... Such a joint impact is further modulated by an attention} generated from an embedding of the prediction time, which encodes the periodic patterns of traffic conditions. ... The AGCRN original source code has a compatibility issue with CUDA and PyTorch libraries. We use an implementation from LibCity (https://github.com/ LibCity/Bigscity-LibCity) instead. ...arXiv:2205.15218v1 fatcat:iwohlqdeynag3kqrpihuokdu7u