Title |
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 Leveraging Personalized PageRank and Higher-Order Topological Structures for Heterophily Mitigation in Graph Neural NetworksInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 |
 Dirac-Equation Signal Processing: Physics Boosts Topological Machine
LearningPNAS Nexus (PNAS Nexus), 2024 |
 Topological Trajectory Classification and Landmark Inference on
Simplicial ComplexesAsilomar Conference on Signals, Systems and Computers (ACSSC), 2024 |
 Graph Neural Networks for Edge Signals: Orientation Equivariance and InvarianceInternational Conference on Learning Representations (ICLR), 2024 |
 Imputation of Time-varying Edge Flows in Graphs by Multilinear Kernel
Regression and Manifold LearningSignal Processing (Signal Process.), 2024 |
 Learning From Simplicial Data Based on Random Walks and 1D ConvolutionsInternational Conference on Learning Representations (ICLR), 2024 |
 Combinatorial Complexes: Bridging the Gap Between Cell Complexes and
HypergraphsAsilomar Conference on Signals, Systems and Computers (ACSSC), 2023 |
 Simplicial Representation Learning with Neural -FormsInternational Conference on Learning Representations (ICLR), 2023 |
 Disentangling the Spectral Properties of the Hodge Laplacian: Not All
Small Eigenvalues Are EqualIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 |
 Hodge-Compositional Edge Gaussian ProcessesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 |
 Higher-order Graph Convolutional Network with Flower-Petals Laplacians
on Simplicial ComplexesAAAI Conference on Artificial Intelligence (AAAI), 2023 |
 SC-MAD: Mixtures of Higher-order Networks for Data AugmentationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 |
 Hodge-Aware Contrastive LearningIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 |
 Generalized Simplicial Attention Neural NetworksIEEE Transactions on Signal and Information Processing over Networks (TSIPN), 2023 |
 Representing Edge Flows on Graphs via Sparse Cell ComplexesLOG IN (LOG IN), 2023 |
 Influential Simplices Mining via Simplicial Convolutional NetworkInformation Processing & Management (IPM), 2023 |
 From Latent Graph to Latent Topology Inference: Differentiable Cell
Complex ModuleInternational Conference on Learning Representations (ICLR), 2023 |
 Simplicial Hopfield networksInternational Conference on Learning Representations (ICLR), 2023 |
 Hypergraphs with Edge-Dependent Vertex Weights: Spectral Clustering
based on the 1-LaplacianIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 |
 Topological Point Cloud ClusteringInternational Conference on Machine Learning (ICML), 2023 |
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 Dirac signal processing of higher-order topological signalsNew Journal of Physics (NJP), 2023 |
 Graph Filters for Signal Processing and Machine Learning on GraphsIEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2022 |
 Cell Attention NetworksIEEE International Joint Conference on Neural Network (IJCNN), 2022 |
 Probabilistic Symmetry for Multi-Agent DynamicsConference on Learning for Dynamics & Control (L4DC), 2022 |
 Convolutional Filtering in Simplicial ComplexesIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Elvin Isufi Maosheng Yang |
 Simplicial Convolutional FiltersIEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2022 |
 Outlier Detection for Trajectories via Flow-embeddingsAsilomar Conference on Signals, Systems and Computers (ACSSC), 2021 |
 Signal Processing on Cell ComplexesIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 |
