Time-ConditionedDanceswithSimplicialComplexes: ZigzagFiltrationCurvebasedSupra-Hodge ConvolutionNetworksforTime-seriesForecasting

Neural Information Processing Systems 

Furthermore, GNNs tend topre-dominantly focus only oninformation propagation among nodes andalso belimited intheirability todescribe polyadic relationships among multiple substructures of multivariate time series or multi-node interactions in dynamics graphs.