- congliuUvA/Clifford|Group|Equivariant|Simplicial|Message|Passing ...🔍
- Clifford Group Equivariant Simplicial Message Passing Networks ...🔍
- Clifford Group Equivariant Simplicial Message Passing Networks🔍
- A Clifford Algebraic Approach to E🔍
- Multivector Neurons🔍
- CLIFFORD GROUP EQUIVARIANT SIMPLICIAL MES🔍
- Clifford Group Equivariant Neural Networks🔍
congliuUvA/Clifford|Group|Equivariant|Simplicial|Message|Passing ...
congliuUvA/Clifford-Group-Equivariant-Simplicial-Message-Passing ...
Abstract. We introduce Clifford Group Equivariant Simplicial Message Passing Networks, a method for steerable E(n)-equivariant message passing on simplicial ...
Clifford Group Equivariant Simplicial Message Passing Networks ...
Clifford Group Equivariant Simplicial Message Passing Networks. 15 Feb 2024 ... Add Remove Mark official. congliuuva/clifford-group-equivaria… official. 9.
Clifford Group Equivariant Simplicial Message Passing Networks
Clifford algebras include higher-order objects such as bivectors and trivectors, which express geometric features (e.g., areas, volumes) derived ...
The implementation of the paper: Clifford Group Equivariant Simplicial Message Passing ... congliuUvA/Clifford-Group-Equivariant-Simplicial-Message-Passing-
Clifford group equivariant simplicial message passing networks. C Liu, D Ruhe, F Eijkelboom, P Forré. arXiv preprint arXiv:2402.10011, 2024. 7, 2024.
A Clifford Algebraic Approach to E(n)-Equivariant High-order Graph ...
In this paper, we introduce the Clifford Group Equivariant Graph Neural Networks (CG-EGNNs), a novel EGNN that enhances high-order message passing.
A Clifford Algebraic Approach to E(n)-Equivariant High-order Graph ...
of combinations: {1,2,3,1−2,1−3,2−3,1−2−3}). 6https://github.com/congliuUvA/Clifford-Group- Equivariant-Simplicial- Message-Passing- ...
Multivector Neurons: Better and Faster O(n)-Equivariant Clifford ...
Multivector Neurons: Better and Faster O(n)-Equivariant Clifford ... In this work, we test a few novel message passing ... congliuUvA/Multivector-Neurons official.
Clifford Group Equivariant Simplicial Message Passing Networks
Experimental results show that our method is able to outperform both equivariant and simplicial graph neural networks on a variety of geometric ...
CLIFFORD GROUP EQUIVARIANT SIMPLICIAL MES - OpenReview
Using this knowledge, we represent simplex fea- tures through geometric products of their vertices. To achieve efficient simplicial message passing, we share ...
E(n) Equivariant Message Passing Simplicial Networks
EMPSNs simultane- ously generalize E(n) Equivariant Graph Neural. Networks to a topologically more elaborate coun- terpart and provide an approach for including ...
E$(n)$ Equivariant Message Passing Simplicial Networks
This paper presents E(n) Equivariant Message Passing Simplicial Networks (EMPSNs), a novel approach to learning on geometric graphs and point clouds.
Clifford Group Equivariant Neural Networks | David Ruhe - YouTube
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