{"total":19,"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":"2406.06642","title":"TopoBench: A Framework for Benchmarking Topological Deep Learning","created":"2024-06-09","cited_by_count":24,"area":null},{"id":"2405.15429","title":"E(n) Equivariant Topological Neural Networks","created":"2024-05-24","cited_by_count":22,"area":null},{"id":"2405.14094","title":"Attending to Topological Spaces: The Cellular Transformer","created":"2024-05-23","cited_by_count":11,"area":null},{"id":"2310.15003","title":"Neural Snowflakes: Universal Latent Graph Inference via Trainable Latent Geometries","created":"2023-10-23","cited_by_count":6,"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":"2503.11470","title":"Topological Dictionary Learning","created":"2025-03-14","cited_by_count":4,"area":null},{"id":"2409.05211","title":"ICML Topological Deep Learning Challenge 2024: Beyond the Graph Domain","created":"2024-09-08","cited_by_count":3,"area":null},{"id":"2410.03208","title":"SPHINX: Structural Prediction using Hypergraph Inference Network","created":"2024-10-04","cited_by_count":3,"area":null},{"id":"2503.08760","title":"Heterogeneous Graph Structure Learning through the Lens of Data-generating Processes","created":"2025-03-11","cited_by_count":2,"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":"2308.11068","title":"Topological Graph Signal Compression","created":"2023-08-21","cited_by_count":0,"area":null},{"id":"2404.03082","title":"Machine Learning and Data Analysis Using Posets: A Survey","created":"2024-04-03","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":"2508.17531","title":"Gumbel-MPNN: Graph Rewiring with Gumbel-Softmax","created":"2025-08-24","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":"2605.00725","title":"Weisfeiler Lehman Test on Combinatorial Complexes: Generalized Expressive Power of Topological Neural Networks","created":"2026-05-01","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},{"id":"2609.02286","title":"From topology learning to graph generation: A unifying perspective","created":"2026-09-02","cited_by_count":0,"area":null}],"next_cursor":null}