Emergent Communication in Continuous Worlds: Self-Organisation of Conceptually Grounded Vocabularies at Scale
Researchers developed a decentralized methodology enabling autonomous agent populations to establish shared linguistic conventions through local interactions, where symbolic labels become grounded in continuous feature representations. The approach demonstrates scalability across 37 datasets and robustness to perceptual variation, with emergent conventions capable of self-adapting to environmental changes.