Leonidas A. A. Doumas

Behavioural vs. Representational Systematicity in End-to-End Models: An Opinionated Survey

A core aspect of compositionality, systematicity is a desirable property in ML models as it enables strong generalization to novel contexts. This has led to numerous studies proposing benchmarks to assess systematic generalization, as well as models and training regimes designed to enhance it. Many…