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topological-neural-networks

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pyt-team / TopoModelX

Star 343

Topological Deep Learning

topological-data-analysis graph-neural-networks higher-order-models higher-order-networks hypergraph-neural-networks cw-complex hypergraph-learning cell-complex-networks simplicial-neural-networks cell-complex-neural-networks cw-networks cxn topological-deep-learning cell-neural-networks simplicial-message-passing cellular-message-passing higher-order-message-passing topological-message-passing tensor-diagrams topological-neural-networks
  • Updated Aug 30, 2026
  • Jupyter Notebook

pyt-team / TopoNetX

Star 280

Computing on Topological Domains

cell-complexes topological-data-analysis simplicial-complex higher-order-networks hypergraph-neural-networks cw-complex cw-complex-networks simplicial-neural-networks cell-complex-neural-networks cw-networks topological-deep-learning combinatorial-complex topological-learning higher-order-message-passing topological-message-passing cellular-complex tensor-diagrams topological-neural-networks heterogeneous-hypergraph
  • Updated Aug 30, 2026
  • Jupyter Notebook

pyt-team / TopoEmbedX

Star 98

Representation Learning on Topological Domains

cell-complexes representation-learning simplicial-complex graph-neural-networks higher-order-networks hypergraph-neural-networks simplicial-neural-networks cell-complex-neural-networks cw-networks topological-deep-learning hypergraph-neural-network topological-domain-representation-learning higher-order-representation-learning cell2vec simplex2vec hyperedge2vec topological-message-passing tensor-diagrams topological-neural-networks topological-representation-learning
  • Updated Aug 30, 2026
  • Jupyter Notebook

AdrienC21 / CCSD

Star 10

Combinatorial Complex Score-based Diffusion model using stochastic differential equations

python machine-learning deep-learning topology graph molecule artificial-intelligence tdl diffusion topological-data-analysis ccsd graph-neural-networks higher-order-models diffusion-models molecule-generation score-based-generative-modeling score-based-generative-models topological-deep-learning combinatorial-complex topological-neural-networks
  • Updated Sep 18, 2023
  • Python

JorgeLuizFranco / difflifting

Star 3

Official implementation of "Differentiable Lifting for Topological Neural Networks." A general framework (∂lift) for end-to-end learning of graph liftings to hypergraphs, cellular complexes, and simplicial complexes.

deep-learning pytorch simplicial-complexes representation-learning hypergraphs graph-classification geometric-deep-learning node-classification cellular-complexes graph-neural-networks higher-order-networks topological-neural-networks
  • Updated Mar 24, 2026
  • Python

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