Better Set Representations For Relational Reasoning

By Qian Huang, Horace He, Abhay Singh, Yan Zhang, Ser-Nam Lim, Austin R. Benson. 2020

22 citations recorded by the source corpus.

Subfields: Representation & Self-Supervised Learning

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Representation & Self-Supervised Learning

1. Cees G. M. Snoek
2. Gertjan J. Burghouts
3. David W. Zhang
4. Simon Lacoste-Julien
5. Georg Heigold
6. Thomas Unterthiner
7. Alexey Dosovitskiy
8. Aravindh Mahendran

Citations in the corpus

• Object-Centric Learning with Slot Attention (2020, background): “We conjecture that this is an optimization issue in DSPN.”
• Multiset-Equivariant Set Prediction with Approximate Implicit Differentiation (2021, methodology): “We identify and show that deep set prediction networks (DSPN) (Zhang et al., 2019; Huang et al., 2020) satisfy this property with a specific choice of set encoder.”