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algebraic topology

10 papers

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Co-occurring keywords · papers mentioning both

persistent homology (3) graph neural network (3) neural network (2) topological data analysis (2) simplicial complexes (1) geometric algebra (1) distance estimation (1) bounded support (1) differential geometry (1) kernel-based methods (1)

Papers

Point-Level Topological Representation Learning on Point Clouds ICML 2025 Any-dimensional equivariant neural networks AISTATS 2024 Applying language models to algebraic topology: generating simplicial cycles using multi-labeling in Wu’s formula ICML 2024 Random Sparse Lifts: Construction, Analysis and Convergence of finite sparse networks ICLR 2024 Cycle Representation Learning for Inductive Relation Prediction ICML 2022 Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs NeurIPS 2022 Principled Simplicial Neural Networks for Trajectory Prediction ICML 2021 Neural Persistence: A Complexity Measure for Deep Neural Networks Using Algebraic Topology ICLR 2019 Persistent Homology for Learning Densities with Bounded Support NeurIPS 2012 Blind Swarms for Coverage in 2-D RSS 2005