期刊名：Information

期刊主页：https://www.mdpi.com/journal/information

本期文献清单汇集了Information期刊2025年的10篇高影响力论文，涵盖了自然语言处理、多模态融合、机器学习、深度学习、大语言模型、图神经网络、计算机视觉、物联网、智能体AI、数字农业、工业智能化及决策优化等前沿技术方向。我们希望这份清单能为同行学者拓宽研究视野，提供有价值的参考，欢迎各位阅读指正。

高引用文章精选一

Large Language Models in Medical Chatbots: Opportunities, Challenges, and the Need to Address AI Risks

医疗聊天机器人中的大语言模型：机遇、挑战与应对AI风险的必要性

https://www.mdpi.com/2078-2489/16/7/549

Chow, J.C.L.; Li, K. Large Language Models in Medical Chatbots: Opportunities, Challenges, and the Need to Address AI Risks. Information 2025, 16, 549.

高引用文章精选二

Multimodal Artificial Intelligence in Medical Diagnostics

多模态人工智能在医学诊断中的应用

https://www.mdpi.com/2078-2489/16/7/591

Jandoubi, B.; Akhloufi, M.A. Multimodal Artificial Intelligence in Medical Diagnostics. Information 2025, 16, 591.

高引用文章精选三

Barriers and Enablers of AI Adoption in Human Resource Management: A Critical Analysis of Organizational and Technological Factors

人力资源管理中的AI采纳障碍与促进因素：组织与技术因素的批判性分析

https://www.mdpi.com/2078-2489/16/1/51

Madanchian, M.; Taherdoost, H. Barriers and Enablers of AI Adoption in Human Resource Management: A Critical Analysis of Organizational and Technological Factors. Information 2025, 16, 51.

高引用文章精选四

AI and Related Technologies in the Fields of Smart Agriculture: A Review

智慧农业领域中的人工智能及相关技术：综述

https://www.mdpi.com/2078-2489/16/2/100

Assimakopoulos, F.; Vassilakis, C.; Margaris, D.; Kotis, K.; Spiliotopoulos, D. AI and Related Technologies in the Fields of Smart Agriculture: A Review. Information 2025, 16, 100.

高引用文章精选五

Toward Robust Security Orchestration and Automated Response in Security Operations Centers with a Hyper-Automation Approach Using Agentic Artificial Intelligence

迈向安全运营中心中基于智能体AI超自动化方法的稳健安全编排与自动化响应

https://www.mdpi.com/2078-2489/16/5/365

Ismail; Kurnia, R.; Brata, Z.A.; Nelistiani, G.A.; Heo, S.; Kim, H.; Kim, H. Toward Robust Security Orchestration and Automated Response in Security Operations Centers with a Hyper-Automation Approach Using Agentic Artificial Intelligence. Information 2025, 16 , 365.

高引用文章精选六

Integrating AI and IoT for Predictive Maintenance in Industry 4.0 Manufacturing Environments: A Practical Approach

AI与IoT在工业4.0制造环境中预测性维护的整合：一种实践方法

https://www.mdpi.com/2078-2489/16/9/737

Rakholia, R.; Suárez-Cetrulo, A.L.; Singh, M.; Carbajo, R.S. Integrating AI and IoT for Predictive Maintenance in Industry 4.0 Manufacturing Environments: A Practical Approach. Information 2025, 16, 737.

高引用文章精选七

A Survey on Multimodal Large Language Models in Radiology for Report Generation and Visual Question Answering

放射学中多模态大语言模型用于报告生成与视觉问答的综述

https://www.mdpi.com/2078-2489/16/2/136

Yi, Z.; Xiao, T.; Albert, M.V. A Survey on Multimodal Large Language Models in Radiology for Report Generation and Visual Question Answering. Information 2025, 16, 136.

高引用文章精选八

Optimizing IoT Intrusion Detection—A Graph Neural Network Approach with Attribute-Based Graph Construction

优化物联网入侵检测—基于属性图构建的图神经网络方法

https://www.mdpi.com/2078-2489/16/6/499

Ngo, T.; Yin, J.; Ge, Y.-F.; Wang, H. Optimizing IoT Intrusion Detection—A Graph Neural Network Approach with Attribute-Based Graph Construction. Information 2025, 16, 499.

高引用文章精选九

From Pixels to Diagnosis: Implementing and Evaluating a CNN Model for Tomato Leaf Disease Detection

从像素到诊断：用于番茄叶部病害检测的CNN模型实现与评估

https://www.mdpi.com/2078-2489/16/3/231

Osmenaj, Z.; Tseliki, E.-M.; Kapellaki, S.H.; Tselikis, G.; Tselikas, N.D. From Pixels to Diagnosis: Implementing and Evaluating a CNN Model for Tomato Leaf Disease Detection. Information 2025, 16, 231.

高引用文章精选十

Applied Machine Learning to Anomaly Detection in Enterprise Purchase Processes: A Hybrid Approach Using Clustering and Isolation Forest

机器学习在企业采购流程异常检测中的应用：基于聚类与孤立森林的混合方法

https://www.mdpi.com/2078-2489/16/3/177

Herreros-Martínez, A.; Magdalena-Benedicto, R.; Vila-Francés, J.; Serrano-López, A.J.; Pérez-Díaz, S.; Martínez-Herráiz, J.J. Applied Machine Learning to Anomaly Detection in Enterprise Purchase Processes: A Hybrid Approach Using Clustering and Isolation Forest. Information 2025, 16, 177.

期刊介绍

主编：Prof. Dr. Willy Susilo, University of Wollongong, Australia

Information 期刊聚焦信息科学与技术领域的前沿研究成果，涵盖信息系统、计算机科学、数据科学、人工智能、人机交互、网络安全等多个方向。期刊以高效、严谨的同行评审流程著称，致力于为全球学者提供优质的开放获取发表平台。

2025 影响因子：4.3

5年影响因子：3.8

2025引用分：8.2

平均一审时间：18.7天（2026年上半年数据）

平均接收至发表时间：3.8天（2026年上半年数据）

期刊收录：Scopus、ESCI（Web of Science）、Ei Compendex、dblp 等权威数据库

期刊排名：JCR Q2（计算机科学：信息系统）/ CiteScore Q1（信息系统）

投稿优势：

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•更快发表速度：高效严谨的同行评审流程

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•作者持有版权

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information@mdpi.com