Boosting zero-shot learning through neuro-symbolic integration

Francesco Manigrasso, Fabrizio Lamberti, Lia Morra

Abstract: Highlights•FLPN is a novel neuro-symbolic architecture for zero-shot image recognition.•FLPN incorporates prior knowledge by optimizing first order logic constraints.•Based on prototypical networks for class, macroclass and attribute recognition.•State-of-the-art performance with limited overhead at training and inference time.

External IDs:dblp:journals/pr/ManigrassoLM26