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Topological Graph Neural Networks.

, , , , , и . ICLR, OpenReview.net, (2022)

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Preface., , , , , , и . TAG-ML, том 221 из Proceedings of Machine Learning Research, стр. 1-2. PMLR, (2023)Exploring the Geometry and Topology of Neural Network Loss Landscapes., , , , , и . IDA, том 13205 из Lecture Notes in Computer Science, стр. 171-184. Springer, (2022)Taxonomy of Benchmarks in Graph Representation Learning., , , , , , , , , и 2 other автор(ы). LoG, том 198 из Proceedings of Machine Learning Research, стр. 6. PMLR, (2022)Time-Inhomogeneous Diffusion Geometry and Topology., , , , , , , и . SIAM J. Math. Data Sci., 5 (2): 346-372 (июня 2023)ICML 2023 Topological Deep Learning Challenge: Design and Results., , , , , , , , , и 52 other автор(ы). TAG-ML, том 221 из Proceedings of Machine Learning Research, стр. 3-8. PMLR, (2023)A Diffusion Model Predicts 3D Shapes from 2D Microscopy Images., , , , и . CoRR, (2022)Ollivier-Ricci Curvature for Hypergraphs: A Unified Framework., , и . ICLR, OpenReview.net, (2023)Graph Kernels: State-of-the-Art and Future Challenges., , , , и . CoRR, (2020)Metric Space Magnitude and Generalisation in Neural Networks., , , и . TAG-ML, том 221 из Proceedings of Machine Learning Research, стр. 242-253. PMLR, (2023)Topological Singularity Detection at Multiple Scales., и . ICML, том 202 из Proceedings of Machine Learning Research, стр. 35175-35197. PMLR, (2023)