Universal Law

Research into "universal laws" explores the existence of overarching principles governing diverse phenomena, from linguistic structures and physical equations to road networks and neural network generalization. Current investigations focus on identifying and characterizing statistical regularities within these seemingly disparate systems, often employing statistical modeling, contrastive learning frameworks, and analysis of large datasets to uncover underlying patterns. These studies aim to reveal fundamental constraints and regularities that govern complex systems, potentially leading to improved model development and a deeper understanding of natural processes.