{"total":39,"rows":[{"id":"2101.05510","title":"Signal Processing on Higher-Order Networks: Livin' on the Edge ... and Beyond","created":"2021-01-14","cited_by_count":82,"area":null},{"id":"2102.10058","title":"Principled Simplicial Neural Networks for Trajectory Prediction","created":"2021-02-19","cited_by_count":77,"area":null},{"id":"2402.08871","title":"Position: Topological Deep Learning is the New Frontier for Relational Learning","created":"2024-02-14","cited_by_count":66,"area":null},{"id":"2304.10031","title":"Architectures of Topological Deep Learning: A Survey of Message-Passing Topological Neural Networks","created":"2023-04-20","cited_by_count":43,"area":null},{"id":"2204.09455","title":"Simplicial Attention Networks","created":"2022-04-20","cited_by_count":41,"area":null},{"id":"2110.02585","title":"Simplicial Convolutional Neural Networks","created":"2021-10-06","cited_by_count":40,"area":null},{"id":"2210.15304","title":"Explaining the Explainers in Graph Neural Networks: a Comparative Study","created":"2022-10-27","cited_by_count":35,"area":null},{"id":"2110.05614","title":"Signal Processing on Cell Complexes","created":"2021-10-11","cited_by_count":31,"area":null},{"id":"2301.11163","title":"Convolutional Learning on Simplicial Complexes","created":"2023-01-26","cited_by_count":27,"area":null},{"id":"2309.02138","title":"Generalized Simplicial Attention Neural Networks","created":"2023-09-05","cited_by_count":27,"area":null},{"id":"2109.05536","title":"Link Scheduling using Graph Neural Networks","created":"2021-09-12","cited_by_count":26,"area":null},{"id":"2203.07485","title":"Simplicial Attention Neural Networks","created":"2022-03-14","cited_by_count":21,"area":null},{"id":"2201.11720","title":"Simplicial Convolutional Filters","created":"2022-01-27","cited_by_count":18,"area":null},{"id":"2110.15182","title":"Dist2Cycle: A Simplicial Neural Network for Homology Localization","created":"2021-10-28","cited_by_count":16,"area":null},{"id":"2103.12587","title":"Finite Impulse Response Filters for Simplicial Complexes","created":"2021-03-23","cited_by_count":15,"area":null},{"id":"2109.11700","title":"Untrained Graph Neural Networks for Denoising","created":"2021-09-24","cited_by_count":15,"area":null},{"id":"2106.07471","title":"Signal processing on simplicial complexes","created":"2021-06-14","cited_by_count":12,"area":null},{"id":"2301.10137","title":"Dirac signal processing of higher-order topological signals","created":"2023-01-12","cited_by_count":9,"area":null},{"id":"2107.10970","title":"The decomposition of the higher-order homology embedding constructed from the $k$-Laplacian","created":"2021-07-23","cited_by_count":8,"area":null},{"id":"2110.02491","title":"Data-Centric AI Requires Rethinking Data Notion","created":"2021-10-06","cited_by_count":8,"area":null},{"id":"2201.12584","title":"Convolutional Filtering in Simplicial Complexes","created":"2022-01-29","cited_by_count":8,"area":null},{"id":"2311.14333","title":"Cycle Invariant Positional Encoding for Graph Representation Learning","created":"2023-11-24","cited_by_count":8,"area":null},{"id":"2404.03380","title":"On the Theoretical Expressive Power and the Design Space of Higher-Order Graph Transformers","created":"2024-04-04","cited_by_count":8,"area":null},{"id":"2312.11862","title":"Topo-MLP : A Simplicial Network Without Message Passing","created":"2023-12-19","cited_by_count":7,"area":null},{"id":"2201.11799","title":"Graph-based Algorithm Unfolding for Energy-aware Power Allocation in Wireless Networks","created":"2022-01-27","cited_by_count":5,"area":null},{"id":"2309.01632","title":"Representing Edge Flows on Graphs via Sparse Cell Complexes","created":"2023-09-04","cited_by_count":5,"area":null},{"id":"2409.08389","title":"Higher-Order Topological Directionality and Directed Simplicial Neural Networks","created":"2024-09-12","cited_by_count":5,"area":null},{"id":"2406.12841","title":"Demystifying Higher-Order Graph Neural Networks","created":"2024-06-18","cited_by_count":4,"area":null},{"id":"2105.09182","title":"Free Energy Node Embedding via Generalized Skip-gram with Negative Sampling","created":"2021-05-19","cited_by_count":2,"area":null},{"id":"2110.07471","title":"Stability Analysis of Unfolded WMMSE for Power Allocation","created":"2021-10-14","cited_by_count":2,"area":null},{"id":"2410.16935","title":"Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance","created":"2024-10-22","cited_by_count":2,"area":null},{"id":"2503.12919","title":"Continuous Simplicial Neural Networks","created":"2025-03-17","cited_by_count":2,"area":null},{"id":"2309.07453","title":"SC-MAD: Mixtures of Higher-order Networks for Data Augmentation","created":"2023-09-14","cited_by_count":0,"area":null},{"id":"2502.10070","title":"Topological Neural Networks over the Air","created":"2025-02-14","cited_by_count":0,"area":null},{"id":"2505.17939","title":"Directed Semi-Simplicial Learning with Applications to Brain Activity Decoding","created":"2025-05-23","cited_by_count":0,"area":null},{"id":"2509.22197","title":"Kernel Regression of Multi-Way Data via Tensor Trains with Hadamard Overparametrization: The Dynamic Graph Flow Case","created":"2025-09-26","cited_by_count":0,"area":null},{"id":"2605.10091","title":"TopoU-Net: a U-Net architecture for topological domains","created":"2026-05-11","cited_by_count":0,"area":null},{"id":"2606.00937","title":"Cellular Sheaf Neural Operators for Structure-Preserving Surrogate Modeling of Constrained PDEs","created":"2026-05-31","cited_by_count":0,"area":null},{"id":"2607.17390","title":"Kernel Regression with Tensor Trains and Hadamard Overparameterization","created":"2026-07-19","cited_by_count":0,"area":null}],"next_cursor":null}