{"total":29,"rows":[{"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":"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":"2405.15429","title":"E(n) Equivariant Topological Neural Networks","created":"2024-05-24","cited_by_count":22,"area":null},{"id":"2407.09468","title":"Beyond Euclid: An Illustrated Guide to Modern Machine Learning with Geometric, Topological, and Algebraic Structures","created":"2024-07-12","cited_by_count":20,"area":null},{"id":"2305.16174","title":"From Latent Graph to Latent Topology Inference: Differentiable Cell Complex Module","created":"2023-05-25","cited_by_count":19,"area":null},{"id":"2201.11720","title":"Simplicial Convolutional Filters","created":"2022-01-27","cited_by_count":18,"area":null},{"id":"2311.01198","title":"Gaussian Processes on Cellular Complexes","created":"2023-11-02","cited_by_count":15,"area":null},{"id":"2209.07970","title":"Causal Fourier Analysis on Directed Acyclic Graphs and Posets","created":"2022-09-16","cited_by_count":12,"area":null},{"id":"2405.14094","title":"Attending to Topological Spaces: The Cellular Transformer","created":"2024-05-23","cited_by_count":11,"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":"2312.11862","title":"Topo-MLP : A Simplicial Network Without Message Passing","created":"2023-12-19","cited_by_count":7,"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":"2111.13235","title":"Outlier Detection for Trajectories via Flow-embeddings","created":"2021-11-25","cited_by_count":4,"area":null},{"id":"2503.11470","title":"Topological Dictionary Learning","created":"2025-03-14","cited_by_count":4,"area":null},{"id":"2505.23160","title":"Topological Adaptive Least Mean Squares Algorithms over Simplicial Complexes","created":"2025-05-29","cited_by_count":2,"area":null},{"id":"2311.10270","title":"Multiscale Hodge Scattering Networks for Data Analysis","created":"2023-11-17","cited_by_count":1,"area":null},{"id":"2602.03055","title":"Stationarity and Spectral Characterization of Random Signals on Simplicial Complexes","created":"2026-02-03","cited_by_count":1,"area":null},{"id":"2605.08870","title":"TopoGeoScore: A Self-Supervised Source-Only Geometric Framework for OOD Checkpoint Selection","created":"2026-05-09","cited_by_count":1,"area":null},{"id":"2305.06315","title":"NervePool: A Simplicial Pooling Layer","created":"2023-05-10","cited_by_count":0,"area":null},{"id":"2311.00656","title":"Adaptive Spatio-temporal Estimation on the Graph Edges via Line Graph Transformation","created":"2023-11-01","cited_by_count":0,"area":null},{"id":"2404.03434","title":"Learning From Simplicial Data Based on Random Walks and 1D Convolutions","created":"2024-04-04","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":"2508.21372","title":"Faster Inference of Cell Complexes from Flows via Matrix Factorization","created":"2025-08-29","cited_by_count":0,"area":null},{"id":"2510.23235","title":"Grassmanian Interpolation of Low-Pass Graph Filters: Theory and Applications","created":"2025-10-27","cited_by_count":0,"area":null},{"id":"2605.22853","title":"Topological Signal Processing: An Application-Oriented Tutorial","created":"2026-05-18","cited_by_count":0,"area":null},{"id":"2608.01160","title":"Differentiable Lifting for Topological Neural Networks","created":"2026-08-02","cited_by_count":0,"area":null}],"next_cursor":null}