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A Survey on Agentic Multimodal Large Language Models by Huanjin Yao & Ruifei Zhang & Jiaxing Huang & Jingyi Zhang & Yibo Wang & Bo Fang & Ruolin Zhu & Yongcheng Jing & Shunyu Liu & Guanbin Li & Dacheng Tao is a book available to read on EtoBox.

What is A Survey on Agentic Multimodal Large Language Models about?

Abstract—With the recent emergence of revolutionary autonomous agentic systems, research community is witnessing a significantshift from traditional static, passive, and domain-specific AI agents toward more dynamic, proactive, and generalizable agentic AI.Motivated by the growing interest in agentic AI and its potential trajectory toward AGI, we present a comprehensive survey on AgenticMultimodal Large Language Models (Agentic MLLMs). In this survey, we explore the emerging paradigm of agentic MLLMs, delineatingarXiv:2510.10991v1 [cs.CV] 13 Oct 2025their conceptual foundations and distinguishing characteristics from conventional MLLM-based agents. We establish a conceptualframework that organizes agentic MLLMs along three fundamental dimensions: (i) Agentic internal intelligence functions as thesystem’s commander, enabling accurate long-horizon planning through reasoning, reflection, and memory; (ii) Agentic external toolinvocation, whereby models proactively use various external tools to extend their problem-solving capabilities beyond their intrinsicknowledge; and (iii) Agentic environment interaction further situates models within virtual or physical environments, allowing them

Author

Huanjin Yao & Ruifei Zhang & Jiaxing Huang & Jingyi Zhang & Yibo Wang & Bo Fang & Ruolin Zhu & Yongcheng Jing & Shunyu Liu & Guanbin Li & Dacheng Tao

Published

2025

Language

EN