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02/25/2022
Equilibrium Aggregation: Encoding Sets via Optimization
Processing sets or other unordered, potentially variable-sized inputs in...
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07/05/2021
Universal Approximation of Functions on Sets
Modelling functions of sets, or equivalently, permutation-invariant func...
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05/19/2021
E(n) Equivariant Normalizing Flows for Molecule Generation in 3D
This paper introduces a generative model equivariant to Euclidean symmet...
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02/26/2021
Iterative SE(3)-Transformers
When manipulating three-dimensional data, it is possible to ensure that ...
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06/18/2020
SE(3)-Transformers: 3D Roto-Translation Equivariant Attention Networks
We introduce the SE(3)-Transformer, a variant of the self-attention modu...
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07/12/2019
End-to-end Recurrent Multi-Object Tracking and Trajectory Prediction with Relational Reasoning
The majority of contemporary object-tracking approaches used in autonomo...
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01/25/2019
On the Limitations of Representing Functions on Sets
Recent work on the representation of functions on sets has considered th...
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06/14/2018