{"total":67,"rows":[{"id":"2103.03212","title":"Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks","created":"2021-03-04","cited_by_count":221,"area":null},{"id":"2106.12575","title":"Weisfeiler and Lehman Go Cellular: CW Networks","created":"2021-06-23","cited_by_count":218,"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":"2209.08179","title":"Cell Attention Networks","created":"2022-09-16","cited_by_count":35,"area":null},{"id":"2211.13322","title":"Group SELFIES: A Robust Fragment-Based Molecular String Representation","created":"2022-11-23","cited_by_count":33,"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":"2406.06642","title":"TopoBench: A Framework for Benchmarking Topological Deep Learning","created":"2024-06-09","cited_by_count":24,"area":null},{"id":"2402.02441","title":"TopoX: A Suite of Python Packages for Machine Learning on Topological Domains","created":"2024-02-04","cited_by_count":22,"area":null},{"id":"2405.15429","title":"E(n) Equivariant Topological Neural Networks","created":"2024-05-24","cited_by_count":22,"area":null},{"id":"2112.06826","title":"BScNets: Block Simplicial Complex Neural Networks","created":"2021-12-13","cited_by_count":21,"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":"2310.07630","title":"Differentiable Euler Characteristic Transforms for Shape Classification","created":"2023-10-11","cited_by_count":18,"area":null},{"id":"2312.08515","title":"Simplicial Representation Learning with Neural $k$-Forms","created":"2023-12-13","cited_by_count":18,"area":null},{"id":"2410.06530","title":"TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks","created":"2024-10-09","cited_by_count":18,"area":null},{"id":"2103.04046","title":"Simplicial Complex Representation Learning","created":"2021-03-06","cited_by_count":17,"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":"2305.05179","title":"Simplicial Hopfield networks","created":"2023-05-09","cited_by_count":16,"area":null},{"id":"2311.01198","title":"Gaussian Processes on Cellular Complexes","created":"2023-11-02","cited_by_count":15,"area":null},{"id":"2312.09504","title":"Combinatorial Complexes: Bridging the Gap Between Cell Complexes and Hypergraphs","created":"2023-12-15","cited_by_count":15,"area":null},{"id":"2306.03561","title":"CIN++: Enhancing Topological Message Passing","created":"2023-06-06","cited_by_count":14,"area":null},{"id":"2505.21251","title":"Copresheaf Topological Neural Networks: A Generalized Deep Learning Framework","created":"2025-05-27","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":"2110.02491","title":"Data-Centric AI Requires Rethinking Data Notion","created":"2021-10-06","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":"2212.05037","title":"A Topological Deep Learning Framework for Neural Spike Decoding","created":"2022-12-01","cited_by_count":6,"area":null},{"id":"2306.11147","title":"CAT-Walk: Inductive Hypergraph Learning via Set Walks","created":"2023-06-19","cited_by_count":6,"area":null},{"id":"2102.12926","title":"Persistent Homology and Graphs Representation Learning","created":"2021-02-25","cited_by_count":5,"area":null},{"id":"2210.05490","title":"Pooling Strategies for Simplicial Convolutional Networks","created":"2022-10-11","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":"2505.15405","title":"HOPSE: Scalable Higher-Order Positional and Structural Encoder for Combinatorial Representations","created":"2025-05-21","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":"2410.17760","title":"Topology meets Machine Learning: An Introduction using the Euler Characteristic Transform","created":"2024-10-23","cited_by_count":4,"area":null},{"id":"2305.03474","title":"Zoo Guide to Network Embedding","created":"2023-05-05","cited_by_count":2,"area":null},{"id":"2410.04765","title":"Molecular topological deep learning for polymer property prediction","created":"2024-10-07","cited_by_count":2,"area":null},{"id":"2506.06571","title":"Graph Persistence goes Spectral","created":"2025-06-06","cited_by_count":2,"area":null},{"id":"2506.06582","title":"Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing","created":"2025-06-06","cited_by_count":2,"area":null},{"id":"2210.16970","title":"Semantic-Native Communication: A Simplicial Complex Perspective","created":"2022-10-30","cited_by_count":1,"area":null},{"id":"2409.18013","title":"Spatiotemporal Graph Learning with Direct Volumetric Information Passing and Feature Enhancement","created":"2024-09-26","cited_by_count":1,"area":null},{"id":"2412.05132","title":"Dirac-Equation Signal Processing: Physics Boosts Topological Machine Learning","created":"2024-12-06","cited_by_count":1,"area":null},{"id":"2505.21587","title":"CellCLAT: Preserving Topology and Trimming Redundancy in Self-Supervised Cellular Contrastive Learning","created":"2025-05-27","cited_by_count":1,"area":null},{"id":"2507.12380","title":"Heat Kernel Goes Topological","created":"2025-07-16","cited_by_count":1,"area":null},{"id":"2509.23020","title":"On the Sheafification of Higher-Order Message Passing","created":"2025-09-27","cited_by_count":1,"area":null},{"id":"2605.05759","title":"Full-Spectrum Graph Neural Networks: Expressive and Scalable","created":"2026-05-07","cited_by_count":1,"area":null},{"id":"2306.04667","title":"Neural Embeddings for Protein Graphs","created":"2023-06-07","cited_by_count":0,"area":null},{"id":"2402.06908","title":"Topological Neural Networks: Mitigating the Bottlenecks of Graph Neural Networks via Higher-Order Interactions","created":"2024-02-10","cited_by_count":0,"area":null},{"id":"2408.16686","title":"CW-CNN & CW-AN: Convolutional Networks and Attention Networks for CW-Complexes","created":"2024-08-29","cited_by_count":0,"area":null},{"id":"2505.09174","title":"Quotient Complex Transformer (QCformer) for Perovskite Data Analysis","created":"2025-05-14","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":"2506.19661","title":"Higher-Order Graph Databases","created":"2025-06-24","cited_by_count":0,"area":null},{"id":"2512.02073","title":"HTG-GCL: Leveraging Hierarchical Topological Granularity from Cellular Complexes for Graph Contrastive Learning","created":"2025-11-30","cited_by_count":0,"area":null},{"id":"2601.21207","title":"A Sheaf-Theoretic and Topological Perspective on Complex Network Modeling and Attention Mechanisms in Graph Neural Models","created":"2026-01-29","cited_by_count":0,"area":null},{"id":"2602.10266","title":"From Classical to Topological Neural Networks Under Uncertainty","created":"2026-02-10","cited_by_count":0,"area":null},{"id":"2602.19240","title":"Topology of Reasoning: Retrieved Cell Complex-Augmented Generation for Textual Graph Question Answering","created":"2026-02-22","cited_by_count":0,"area":"lr"},{"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":"2605.06467","title":"No Triangulation Without Representation: Generalization in Topological Deep Learning","created":"2026-05-07","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":"2605.31373","title":"Scaling Higher-Order Graph Learning with Maximal Clique Complexes","created":"2026-05-29","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":"2608.01160","title":"Differentiable Lifting for Topological Neural Networks","created":"2026-08-02","cited_by_count":0,"area":null},{"id":"2609.25453","title":"Combinatorial Network-Based Manifold Topological Deep Learning for Image Analysis","created":"2026-09-21","cited_by_count":0,"area":null},{"id":"2609.37884","title":"TopoEmbedX: A General Framework for Representation Learning on Topological Domains","created":"2026-09-29","cited_by_count":0,"area":null},{"id":"2610.07004","title":"Topology-Consistent Task Planning over Cellular Workflow Complexes for LLM-based Agents","created":"2026-10-04","cited_by_count":0,"area":"agents"}],"next_cursor":null}