Machine Learning Algorithms & Natural Language Processing

Apr 25, 2026 · Artificial Intelligence

From Classic Multi-Agent Paradigms to Future Large-Foundation-Model-Driven Systems

This review surveys classic multi-agent systems and the emerging large-foundation-model-driven MAS paradigm, comparing their architectures, perception, communication, decision-making and control, and discusses how integrating LFMs enables semantic reasoning, greater adaptability, and new research challenges.