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Fabian Fuchs

2 accepted papers

2020

SE(3)-Transformers: 3D Roto-Translation Equivariant Attention Networks

NeurIPS 2020poster

We introduce the SE(3)-Transformer, a variant of the self-attention module for 3D point-clouds, which is equivariant under continuous 3D roto-translations. Equivariance is important to ensure stable and predictable performance in the presence of nuisance transformations of the data input. A positive…

2019

On the Limitations of Representing Functions on Sets

ICML 2019oral

Recent work on the representation of functions on sets has considered the use of summation in a latent space to enforce permutation invariance. In particular, it has been conjectured that the dimension of this latent space may remain fixed as the cardinality of the sets under consideration increases…

Cited by 229SourcePDFScholar