SGAT: Simplicial Graph Attention Network. See Hian Lee, Feng Ji, Wee Peng Tay

International Joint Conference on Artificial Intelligence (IJCAI) 2022

[PAPER / CODE]

BScNets: Block Simplicial Complex Neural Networks. Yuzhou Chen, Yulia R. Gel, H. Vincent Poor

AAAI Conference on Artificial Intelligence 2022

[PAPER / CODE]

Cell Attention Networks. Lorenzo Giusti, Claudio Battiloro, Lucia Testa, Paolo Di Lorenzo, Stefania Sardellitti, Sergio Barbarossa

arXiv, Cornell University 2022

[PAPER / CODE]

Surfing on the Neural Sheaf. Julian Suk, Lorenzo Giusti, Tamir Hemo, Miguel Lopez, Konstantinos Barmpas, Cristian Bodnar

NeurIPS 2022 Workshop NeurReps Program Chairs

[PAPER]

Sheaf Attention Networks. Federico Barbero, Cristian Bodnar, Haitz Sáez de Ocáriz Borde, Pietro Liò

NeurIPS 2022 Workshop NeurReps Program Chairs

[PAPER]

Sheaf Neural Networks with Connection Laplacians. Federico Barbero, Cristian Bodnar, Haitz Sáez de Ocáriz Borde, Michael Bronstein, Petar Veličković, Pietro Liò

ICML 2022 Workshop on Topology, Algebra, and Geometry in Machine Learning

[PAPER]

Higher-Order Attention Networks (Topological Deep Learning: Going Beyond Graph Data). Mustafa Hajij, Ghada Zamzmi, Theodore Papamarkou, Nina Miolane, Aldo Guzmán-Sáenz, Karthikeyan Natesan Ramamurthy

arXiv, Cornell University 2022

[PAPER]

Simplicial Convolutional Neural Networks. Maosheng Yang, Elvin Isufi, Geert Leus

International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 2022

[PAPER / CODE]

Neural Sheaf Diffusion: A Topological Perspective on Heterophily and Oversmoothing in GNNs. Cristian Bodnar, Francesco Di Giovanni, Benjamin Paul Chamberlain, Pietro Liò, Michael M. Bronstein

arXiv, Cornell University 2022

[PAPER]

Simplicial Attention Networks. Christopher Wei Jin Goh, Cristian Bodnar, Pietro Liò

ICLR 2022 Workshop on Geometrical and Topological Representation Learning

[PAPER / CODE]

Simplicial Attention Neural Networks. Lorenzo Giusti, Claudio Battiloro, Paolo Di Lorenzo, Stefania Sardellitti, Sergio Barbarossa

arXiv, Cornell University 2022

[PAPER / CODE]

Weisfeiler and Lehman Go Cellular: CW Networks. Cristian Bodnar, Fabrizio Frasca, Nina Otter, Yu Guang Wang, Pietro Liò, Guido Montúfar, Michael Bronstein

International Conference Neural Information Processing Systems (NeurIPS) 2021

[PAPER / CODE]

Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks. Cristian Bodnar, Fabrizio Frasca, Yu Guang Wang, Nina Otter, Guido Montúfar, Pietro Liò, Michael Bronstein

International Conference on Machine Learning (ICML) 2021

[PAPER / CODE]

Principled Simplicial Neural Networks for Trajectory Prediction. Roddenberry, T. Mitchell, Nicholas Glaze, and Santiago Segarra

International Conference on Machine Learning (ICML) 2021

[PAPER / CODE]

Cell Complex Neural Networks. Mustafa Hajij, Kyle Istvan, and Ghada Zamzmi

NeurIPS 2020 Workshop TDA and Beyond

[PAPER]

Simplicial 2-Complex Convolutional Neural Networks. Eric Bunch, Qian You, Glenn Fung, and Vikas Singh

NeurIPS 2020 Workshop TDA and Beyond

[PAPER / CODE]

Simplicial Neural Networks. Stefania Ebli, Michaël Defferrard, and Gard Spreemann

NeurIPS 2020 Workshop TDA and Beyond

[PAPER / CODE]

Materials: shorturl.at/luzZ7