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topological-deep-learning

Here are 13 public repositories matching this topic...

pyt-team / TopoModelX

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 Nov 26, 2024
Jupyter Notebook

lrnzgiusti / awesome-topological-deep-learning

A curated list of topological deep learning (TDL) resources and links.

deep-learning topology neural-networks algebraic-topology applied geometric-deep-learning topological-deep-learning topological-neural-networks applied-topology

Updated Nov 6, 2024

pyt-team / TopoNetX

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 Nov 19, 2024
Jupyter Notebook

geometric-intelligence / TopoBenchmark

TopoBenchmark is a Python library designed to standardize benchmarking and accelerate research in Topological Deep Learning

cell-complexes simplicial-complex hypergraph-neural-networks simplicial-neural-networks cell-complex-neural-networks topological-deep-learning topological-learning topological-neural-networks topological-data-bechmark

Updated Nov 30, 2024
Jupyter Notebook

pyt-team / TopoEmbedX

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 Nov 18, 2024
Jupyter Notebook

lrnzgiusti / Simplicial-Attention-Networks

Official Repository for Simplicial Attention Networks

simplicial-complexes attention-mechanism simplicial-neural-networks topological-deep-learning

Updated Jul 28, 2023
Python

aidos-lab / dect-evaluation

Differentiable Euler Characteristic Transform

topological-data-analysis topological-machine-learning topological-deep-learning iclr2024

Updated Jun 18, 2024
Python

aidos-lab / neural-k-forms

Simplicial Representation Learning with Neural k-Forms

topological-data-analysis geometric-deep-learning topological-deep-learning iclr2024

Updated Mar 20, 2024
Jupyter Notebook

AdrienC21 / CCSD

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

gerardPlanella / LSPE-EGNN

Investigating the extent to which structural encodings in geometric methods contribute in capturing topological information and developing a generic framework (ToGePi) to inject topological and geometric information into MPNN architectures.

ai deep-learning molecular-modeling geometric-deep-learning gnns group-equivariance group-equivariant-neural-network topological-deep-learning

Updated May 29, 2023
Python

pyt-team / pyt-team.github.io

higher-order-networks hypergraph-neural-networks cell-complex simplicial-complex-networks cell-complex-neural-networks topological-deep-learning simplicial-message-passing cellular-message-passing higher-order-message-passing tensor-diagrams topological-neural-networks combintorial-complex

Updated Nov 19, 2024
HTML

aidos-lab / dect

Differentiable Euler Characteristic Transform

topological-data-analysis topological-machine-learning euler-characteristic topological-deep-learning iclr2024 euler-characteristic-transform

Updated Sep 13, 2024
Jupyter Notebook

aidos-lab / py-oineus

Python bindings for `oineus`

python-bindings persistent-homology topological-data-analysis topological-machine-learning topological-deep-learning oineus

Updated Sep 1, 2023
Python

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