Multi-layer Relation Networks

Understand

Relational Networks (RN) as introduced by Santoro et al.

• (2017) have demonstrated strong relational reasoning capabilities with a rather shallow architecture.
• Its single-layer design, however, only considers pairs of information objects, making it unsuitable for problems requiring reasoning across a higher number of facts.
• To overcome this limitation, we propose a multi-layer relation network architecture which enables successive refinements of relational information through multiple layers.