Neural Structural Reasoner: A Brain-inspired Architecture for Reasoning over Structured Knowledge.

arXiv:2609.36620v1 Announce Type: new Abstract: Structural reasoning, the ability to recognize and make inferences over the relational structure between objects and concepts, is a hallmark of human cognition, yet prevailing methods often collapse relational to