---
title: "Artificial Intelligence Review 2024 — all accepted papers"
description: "All 415 papers of Artificial Intelligence Review 2024 · page 1 of 5, the most cited first; those with our summary link to it."
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# Artificial Intelligence Review 2024: all accepted papers

415 papers · page 1 of 5 · the most cited first · [← Artificial Intelligence Review 2024](https://md.research.elamur.ai/free/en/venues/artificial-intelligence-review/2024/)

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1. **[A review of convolutional neural networks in computer vision ↗](https://doi.org/10.1007/s10462-024-10721-6)**Xia Zhao, Limin Wang, Yufei Zhang et al.*1,148 citations*
2. **[Deep learning models for digital image processing: a review ↗](https://doi.org/10.1007/s10462-023-10631-z)**R. Archana, P. S. Eliahim Jeevaraj*617 citations*
3. **[Black-winged kite algorithm: a nature-inspired meta-heuristic for solving benchmark functions and engineering problems ↗](https://doi.org/10.1007/s10462-024-10723-4)**Jun Wang, Wenchuan Wang, Xiao-xue Hu et al.*597 citations*
4. **[Autoencoders and their applications in machine learning: a survey ↗](https://doi.org/10.1007/s10462-023-10662-6)**Kamal Berahmand, Fatemeh Daneshfar, Elaheh Sadat Salehi et al.*593 citations*
5. **[A survey on imbalanced learning: latest research, applications and future directions ↗](https://doi.org/10.1007/s10462-024-10759-6)**Wuxing Chen, Kaixiang Yang, Zhiwen Yu et al.*506 citations*
6. **[Secretary bird optimization algorithm: a new metaheuristic for solving global optimization problems ↗](https://doi.org/10.1007/s10462-024-10729-y)**Youfa Fu, Dan Liu, Jiadui Chen et al.*487 citations*
7. **[Large language models (LLMs): survey, technical frameworks, and future challenges ↗](https://doi.org/10.1007/s10462-024-10888-y)**Pranjal Kumar*384 citations*
8. **[Interpretable scientific discovery with symbolic regression: a review ↗](https://doi.org/10.1007/s10462-023-10622-0)**Nour Makke, Sanjay Chawla*331 citations*
9. **[Explainable artificial intelligence (XAI) in finance: a systematic literature review ↗](https://doi.org/10.1007/s10462-024-10854-8)**Jurgita Černevičienė, Audrius Kabašinskas*289 citations*
10. **[Red-billed blue magpie optimizer: a novel metaheuristic algorithm for 2D/3D UAV path planning and engineering design problems ↗](https://doi.org/10.1007/s10462-024-10716-3)**Shengwei Fu, Ke Li, Haisong Huang et al.*287 citations*
11. **[Handling imbalanced medical datasets: review of a decade of research ↗](https://doi.org/10.1007/s10462-024-10884-2)**Mabrouka Salmi, Dalia Atif, Diego A. Oliva et al.*272 citations*
12. **[A systematic review of deep learning techniques for plant diseases ↗](https://doi.org/10.1007/s10462-024-10944-7)**İshak Paçal, İsmail Kunduracıoğlu, Mehmet Hakkı Alma et al.*250 citations*
13. **[Large language models in medical and healthcare fields: applications, advances, and challenges ↗](https://doi.org/10.1007/s10462-024-10921-0)**Dandan Wang, Shiqing Zhang*238 citations*
14. **[A comprehensive survey of deep learning-based lightweight object detection models for edge devices ↗](https://doi.org/10.1007/s10462-024-10877-1)**Payal Mittal*234 citations*
15. **[Artificial intelligence for literature reviews: opportunities and challenges ↗](https://doi.org/10.1007/s10462-024-10902-3)**Francisco Bolaños, Angelo A. Salatino, Francesco Osborne et al.*234 citations*
16. **[Deep reinforcement learning-based methods for resource scheduling in cloud computing: a review and future directions ↗](https://doi.org/10.1007/s10462-024-10756-9)**Guangyao Zhou, Wenhong Tian, Rajkumar Buyya et al.*232 citations*
17. **[Cost-sensitive learning for imbalanced medical data: a review ↗](https://doi.org/10.1007/s10462-023-10652-8)**Imane Araf, Ali Idri, Ikram Chairi*209 citations*
18. **[Deepfake video detection: challenges and opportunities ↗](https://doi.org/10.1007/s10462-024-10810-6)**Achhardeep Kaur, Azadeh Noori Hoshyar, Vidya Saikrishna et al.*208 citations*
19. **[Digital deception: generative artificial intelligence in social engineering and phishing ↗](https://doi.org/10.1007/s10462-024-10973-2)**Marc Schmitt, Ivan Fléchais*193 citations*
20. **[Robustness in deep learning models for medical diagnostics: security and adversarial challenges towards robust AI applications ↗](https://doi.org/10.1007/s10462-024-11005-9)**Haseeb Javed, Shaker El–Sappagh, Tamer Abuhmed*180 citations*
21. **[Elk herd optimizer: a novel nature-inspired metaheuristic algorithm ↗](https://doi.org/10.1007/s10462-023-10680-4)**Mohammed Azmi Al‐Betar, Mohammed A. Awadallah, Malik Shehadeh Braik et al.*176 citations*
22. **[Deep learning for survival analysis: a review ↗](https://doi.org/10.1007/s10462-023-10681-3)**Simon Wiegrebe, Philipp Kopper, Raphael Sonabend et al.*175 citations*
23. **[Environmental, social, and governance (ESG) and artificial intelligence in finance: State-of-the-art and research takeaways ↗](https://doi.org/10.1007/s10462-024-10708-3)**Tristan Lim*172 citations*
24. **[A review of predictive uncertainty estimation with machine learning ↗](https://doi.org/10.1007/s10462-023-10698-8)**Hristos Tyralis, Georgia Papacharalampous*170 citations*
25. **[A chaotic based image encryption scheme using elliptic curve cryptography and genetic algorithm ↗](https://doi.org/10.1007/s10462-024-10719-0)**Sanjay Kumar, Deepmala Sharma*167 citations*
26. **[Deep learning for lungs cancer detection: a review ↗](https://doi.org/10.1007/s10462-024-10807-1)**Rabia Javed, Tahir Abbas, Ali Haider Khan et al.*166 citations*
27. **[A novel metaheuristic inspired by horned lizard defense tactics ↗](https://doi.org/10.1007/s10462-023-10653-7)**Hernán Peraza-Vázquez, Adrián Fermín Peña-Delgado, Marco Antonio Merino Treviño et al.*164 citations*
28. **[A survey of safety and trustworthiness of large language models through the lens of verification and validation](https://md.research.elamur.ai/free/en/papers/huang-2023-survey-safety-trustworthiness-large-language/)**Xiaowei Huang, Wenjie Ruan, Wei Huang et al.*158 citations · our summary*
29. **[Surface defect inspection of industrial products with object detection deep networks: a systematic review ↗](https://doi.org/10.1007/s10462-024-10956-3)**Yuxin Ma, Jiaxing Yin, Feng Chen Huang et al.*157 citations*
30. **[Explainable Generative AI (GenXAI): a survey, conceptualization, and research agenda ↗](https://doi.org/10.1007/s10462-024-10916-x)**Johannes Schneider*156 citations*
31. **[Artificial intelligence powered Metaverse: analysis, challenges and future perspectives ↗](https://doi.org/10.1007/s10462-023-10641-x)**Mona Soliman, Eman Ahmed, Ashraf Darwish et al.*155 citations*
32. **[Role of machine learning and deep learning techniques in EEG-based BCI emotion recognition system: a review ↗](https://doi.org/10.1007/s10462-023-10690-2)**Priyadarsini Samal, Mohammad Farukh Hashmi*147 citations*
33. **[Automated machine learning: past, present and future ↗](https://doi.org/10.1007/s10462-024-10726-1)**Mitra Baratchi, Can Wang, Steffen Limmer et al.*146 citations*
34. **[Deepfakes: current and future trends ↗](https://doi.org/10.1007/s10462-023-10679-x)**Ángel Fernández Gambı́n, Anis Yazidi, Athanasios V. Vasilakos et al.*141 citations*
35. **[Revolutionizing personalized medicine with generative AI: a systematic review ↗](https://doi.org/10.1007/s10462-024-10768-5)**Isaias Ghebrehiwet, Nazar Zaki, Rafat Damseh et al.*140 citations*
36. **[An overview of implementing security and privacy in federated learning ↗](https://doi.org/10.1007/s10462-024-10846-8)**Kai Hu, Sheng Gong, Qi Zhang et al.*138 citations*
37. **[Towards trustworthy LLMs: a review on debiasing and dehallucinating in large language models ↗](https://doi.org/10.1007/s10462-024-10896-y)**Zichao Lin, Shuyan Guan, Wending Zhang et al.*136 citations*
38. **[A review of digital twins and their application in cybersecurity based on artificial intelligence ↗](https://doi.org/10.1007/s10462-024-10805-3)**Mohammadhossein Homaei, Óscar Mogollón Gutiérrez, José Carlos Sancho Núñez et al.*135 citations*
39. **[Small data challenges for intelligent prognostics and health management: a review ↗](https://doi.org/10.1007/s10462-024-10820-4)**Chuanjiang Li, Shaobo Li, Yixiong Feng et al.*134 citations*
40. **["Challenges and future in deep learning for sentiment analysis: a comprehensive review and a proposed novel hybrid approach" ↗](https://doi.org/10.1007/s10462-023-10651-9)**Md Shofiqul Islam, Muhammad Nomani Kabir, Ngahzaifa Ab Ghani et al.*130 citations*
41. **[A comprehensive investigation of multimodal deep learning fusion strategies for breast cancer classification ↗](https://doi.org/10.1007/s10462-024-10984-z)**Fatima-Zahrae Nakach, Ali Idri, Evgin Göçeri*130 citations*
42. **[A survey on neural topic models: methods, applications, and challenges ↗](https://doi.org/10.1007/s10462-023-10661-7)**Xiaobao Wu, Thong Nguyen, Anh Tuan Luu*129 citations*
43. **[Deep learning implementation of image segmentation in agricultural applications: a comprehensive review ↗](https://doi.org/10.1007/s10462-024-10775-6)**Lian Lei, Qiliang Yang, Ling Yang et al.*129 citations*
44. **[How the internet of things technology improves agricultural efficiency ↗](https://doi.org/10.1007/s10462-024-11046-0)**Amenu Leta Duguma, Xiuguang Bai*122 citations*
45. **[Comprehensive analysis of digital twins in smart cities: a 4200-paper bibliometric study ↗](https://doi.org/10.1007/s10462-024-10781-8)**Rasha F. El-Agamy, Hanaa A. Sayed, Arwa M. AL Akhatatneh et al.*120 citations*
46. **[Artificial intelligence and multimodal data fusion for smart healthcare: topic modeling and bibliometrics ↗](https://doi.org/10.1007/s10462-024-10712-7)**Xieling Chen, Haoran Xie, Xiaohui Tao et al.*118 citations*
47. **[Enhancement of satellite images based on CLAHE and augmented elk herd optimizer ↗](https://doi.org/10.1007/s10462-024-11022-8)**Malik Shehadeh Braik, Mohammed Azmi Al‐Betar, Mohammed A. Mahdi et al.*118 citations*
48. **[Deep learning-based time series forecasting ↗](https://doi.org/10.1007/s10462-024-10989-8)**Xiaobao Song, Liwei Deng, Hao Wang et al.*115 citations*
49. **[Evolutionary computation for unmanned aerial vehicle path planning: a survey ↗](https://doi.org/10.1007/s10462-024-10913-0)**Yi Jiang, Xin-Xin Xu, Min-Yi Zheng et al.*115 citations*
50. **[A brief review of hypernetworks in deep learning ↗](https://doi.org/10.1007/s10462-024-10862-8)**Vinod Kumar Chauhan, Jiandong Zhou, Ping Lü et al.*114 citations*
51. **[Machine learning heralding a new development phase in molecular dynamics simulations ↗](https://doi.org/10.1007/s10462-024-10731-4)**Eva Prašnikar, Martin Ljubič, Andrej Perdih et al.*112 citations*
52. **[Breaking the data barrier: a review of deep learning techniques for democratizing AI with small datasets ↗](https://doi.org/10.1007/s10462-024-10859-3)**Ishfaq Hussain Rather, Sushil Kumar, Amir H. Gandomi*111 citations*
53. **[A survey on training challenges in generative adversarial networks for biomedical image analysis ↗](https://doi.org/10.1007/s10462-023-10624-y)**Muhammad Muneeb Saad, Ruairi O’Reilly, Mubashir Husain Rehmani*110 citations*
54. **[Escape: an optimization method based on crowd evacuation behaviors ↗](https://doi.org/10.1007/s10462-024-11008-6)**Kaichen Ouyang, Shengwei Fu, Yi Chen et al.*110 citations*
55. **[Dynamic YOLO for small underwater object detection ↗](https://doi.org/10.1007/s10462-024-10788-1)**Jie Chen, Meng Joo Er*107 citations*
56. **[Survey: federated learning data security and privacy-preserving in edge-Internet of Things ↗](https://doi.org/10.1007/s10462-024-10774-7)**Haiao Li, Lina Ge, Lei Tian*107 citations*
57. **[Automatic fruit picking technology: a comprehensive review of research advances ↗](https://doi.org/10.1007/s10462-023-10674-2)**Jun Zhang, Ningbo Kang, Qianjin Qu et al.*106 citations*
58. **[Domain generalization through meta-learning: a survey ↗](https://doi.org/10.1007/s10462-024-10922-z)**Arsham Gholamzadeh Khoee, Yinan Yu, ROBERT H. FELDT*106 citations*
59. **[Intelligent deep learning techniques for energy consumption forecasting in smart buildings: a review ↗](https://doi.org/10.1007/s10462-023-10660-8)**R. Mathumitha, P. Rathika, K. Manimala*106 citations*
60. **[Big data and predictive analytics: A systematic review of applications ↗](https://doi.org/10.1007/s10462-024-10811-5)**Amirhossein Jamarani, Saeid Haddadi, Raheleh Sarvizadeh et al.*103 citations*
61. **[A comprehensive study on modern optimization techniques for engineering applications ↗](https://doi.org/10.1007/s10462-024-10829-9)**Shitharth Selvarajan*102 citations*
62. **[Improved multi-strategy adaptive Grey Wolf Optimization for practical engineering applications and high-dimensional problem solving ↗](https://doi.org/10.1007/s10462-024-10821-3)**Mingyang Yu, Jing J. Xu, Weiyun Liang et al.*100 citations*
63. **[State-of-the-art review on the use of AI-enhanced computational mechanics in geotechnical engineering ↗](https://doi.org/10.1007/s10462-024-10836-w)**Hongchen Liu, Huaizhi Su, Lizhi Sun et al.*99 citations*
64. **[A review on emotion detection by using deep learning techniques ↗](https://doi.org/10.1007/s10462-024-10831-1)**Tulika Chutia, Nomi Baruah*94 citations*
65. **[GAN based augmentation using a hybrid loss function for dermoscopy images ↗](https://doi.org/10.1007/s10462-024-10897-x)**Evgin Göçeri*94 citations*
66. **[Navigating the metaverse: unraveling the impact of artificial intelligence—a comprehensive review and gap analysis ↗](https://doi.org/10.1007/s10462-024-10881-5)**Mohammed Abdulraheem Fadhel, Ali M. Duhaim, Ahmed Shihab Albahri et al.*93 citations*
67. **[Contrasting Linguistic Patterns in Human and LLM-Generated News Text ↗](https://doi.org/10.1007/s10462-024-10903-2)**Alberto Muñoz-Ortiz, Carlos Gómez‐Rodríguez, David Vilares*91 citations*
68. **[Review on PID, fuzzy and hybrid fuzzy PID controllers for controlling non-linear dynamic behaviour of chemical plants ↗](https://doi.org/10.1007/s10462-024-10743-0)**Pankaj Mohindru*91 citations*
69. **[A systematic review of aspect-based sentiment analysis: domains, methods, and trends ↗](https://doi.org/10.1007/s10462-024-10906-z)**Yan Cathy Hua, Paul C. Denny, Jörg Simon Wicker et al.*90 citations*
70. **[A systematic review of deep learning based image segmentation to detect polyp ↗](https://doi.org/10.1007/s10462-023-10621-1)**Mayuri Gupta, Ashish Mishra*90 citations*
71. **[Explainable deep learning approach for advanced persistent threats (APTs) detection in cybersecurity: a review ↗](https://doi.org/10.1007/s10462-024-10890-4)**Noor Hazlina Abdul Mutalib, Aznul Qalid Md Sabri, Ainuddin Wahid Abdul Wahab et al.*88 citations*
72. **[Blockchain, artificial intelligence, and healthcare: the tripod of future—a narrative review ↗](https://doi.org/10.1007/s10462-024-10873-5)**Archana Bathula, Suneet Kumar Gupta, Suresh Merugu et al.*86 citations*
73. **[Modified crayfish optimization algorithm for solving multiple engineering application problems ↗](https://doi.org/10.1007/s10462-024-10738-x)**Heming Jia, Xuelian Zhou, Jinrui Zhang et al.*86 citations*
74. **[Towards the automation of systematic reviews using natural language processing, machine learning, and deep learning: a comprehensive review ↗](https://doi.org/10.1007/s10462-024-10844-w)**Regina Ofori-Boateng, Magaly Aceves‐Martins, Nirmalie Wiratunga et al.*86 citations*
75. **[Big data applications: overview, challenges and future ↗](https://doi.org/10.1007/s10462-024-10938-5)**Afzal Badshah, Ali Daud, Riad Alharbey et al.*85 citations*
76. **[Graph neural networks for text classification: a survey ↗](https://doi.org/10.1007/s10462-024-10808-0)**Kunze Wang, Yihao Ding, Soyeon Caren Han*84 citations*
77. **[Optimizing long-short-term memory models via metaheuristics for decomposition aided wind energy generation forecasting ↗](https://doi.org/10.1007/s10462-023-10678-y)**M. Pavlov, Luka Jovanović, Nebojša Bačanin et al.*83 citations*
78. **[The key artificial intelligence technologies in early childhood education: a review ↗](https://doi.org/10.1007/s10462-023-10637-7)**Honghu Yi, Ting Liu, Gongjin Lan*82 citations*
79. **[Speech based detection of Alzheimer’s disease: a survey of AI techniques, datasets and challenges ↗](https://doi.org/10.1007/s10462-024-10961-6)**Kewen Ding, Madhu Chetty, Azadeh Noori Hoshyar et al.*79 citations*
80. **[A comprehensive review of deep learning-based models for heart disease prediction ↗](https://doi.org/10.1007/s10462-024-10899-9)**Chunjie Zhou, Pengfei Dai, Aihua Hou et al.*78 citations*
81. **[Multi-level textual-visual alignment and fusion network for multimodal aspect-based sentiment analysis ↗](https://doi.org/10.1007/s10462-023-10685-z)**You Li, Han Ding, Yuming Lin et al.*78 citations*
82. **[A review of graph neural network applications in mechanics-related domains ↗](https://doi.org/10.1007/s10462-024-10931-y)**Yingxue Zhao, Haoran Li, Haosu Zhou et al.*76 citations*
83. **[Deep learning adversarial attacks and defenses in autonomous vehicles: a systematic literature review from a safety perspective ↗](https://doi.org/10.1007/s10462-024-11014-8)**Ahmed Dawod Mohammed Ibrahum, Manzoor Hussain, Jang‐Eui Hong*75 citations*
84. **[A multifaceted survey on privacy preservation of federated learning: progress, challenges, and opportunities ↗](https://doi.org/10.1007/s10462-024-10766-7)**Sanchita Saha, Ashlesha Hota, Arup Kumar Chattopadhyay et al.*74 citations*
85. **[Advances in remote sensing based soil moisture retrieval: applications, techniques, scales and challenges for combining machine learning and physical models ↗](https://doi.org/10.1007/s10462-024-10734-1)**Ali Ben Abbes, Noureddine Jarray, Imed Riadh Farah*74 citations*
86. **[Applying the ethics of AI: a systematic review of tools for developing and assessing AI-based systems ↗](https://doi.org/10.1007/s10462-024-10740-3)**Ricardo Ortega-Bolaños, Joshua Bernal-Salcedo, Mariana Germán Ortiz et al.*74 citations*
87. **[Applications of deep learning in Alzheimer’s disease: a systematic literature review of current trends, methodologies, challenges, innovations, and future directions ↗](https://doi.org/10.1007/s10462-024-11041-5)**Shiva Toumaj, Arash Heidari, Reza Shahhosseini et al.*73 citations*
88. **[Real-time speech emotion recognition using deep learning and data augmentation ↗](https://doi.org/10.1007/s10462-024-11065-x)**Chawki Barhoumi, Yassine BenAyed*72 citations*
89. **[Research trends in deep learning and machine learning for cloud computing security ↗](https://doi.org/10.1007/s10462-024-10776-5)**Yehia Ibrahim Alzoubi, Alok Mishra, Ahmet E. Topcu*71 citations*
90. **[Artificial intelligence and edge computing for machine maintenance-review ↗](https://doi.org/10.1007/s10462-024-10748-9)**Abubakar Bala, Rahimi Zaman Jusoh A. Rashid, Idris B. Ismail et al.*70 citations*
91. **[A systematic literature review for load balancing and task scheduling techniques in cloud computing ↗](https://doi.org/10.1007/s10462-024-10925-w)**Nisha Devi, Sandeep Dalal, Sandeep Dalal et al.*69 citations*
92. **[A review of evaluation approaches for explainable AI with applications in cardiology ↗](https://doi.org/10.1007/s10462-024-10852-w)**Ahmed M. Salih, Ilaria Boscolo Galazzo, Polyxeni Gkontra et al.*68 citations*
93. **[A comprehensive bibliometric and content analysis of artificial intelligence in language learning: tracing between the years 2017 and 2023 ↗](https://doi.org/10.1007/s10462-023-10643-9)**Abdur Rahman, Antony Raj, Prajeesh Tomy et al.*67 citations*
94. **[Survey of automatic plankton image recognition: challenges, existing solutions and future perspectives ↗](https://doi.org/10.1007/s10462-024-10745-y)**Tuomas Eerola, Daniel Batrakhanov, Nastaran Vatankhah Barazandeh et al.*67 citations*
95. **[Topological deep learning: a review of an emerging paradigm ↗](https://doi.org/10.1007/s10462-024-10710-9)**Ali Zia, Abdelwahed Khamis, James David Nichols et al.*66 citations*
96. **[A systematic literature review of recent advances on context-aware recommender systems ↗](https://doi.org/10.1007/s10462-024-10939-4)**Pablo Mateos, Alejandro Bellogín*65 citations*
97. **[Anomaly detection and defense techniques in federated learning: a comprehensive review ↗](https://doi.org/10.1007/s10462-024-10796-1)**Chang Zhang, Shunkun Yang, Ling‐Feng Mao et al.*64 citations*
98. **[Deep learning model using classification for diabetic retinopathy detection: an overview ↗](https://doi.org/10.1007/s10462-024-10806-2)**Dharmalingam Muthusamy, Parimala Palani*64 citations*
99. **[Staying ahead of phishers: a review of recent advances and emerging methodologies in phishing detection ↗](https://doi.org/10.1007/s10462-024-11055-z)**S. P. Kavya, D. Sumathi*64 citations*
100. **[AI meets physics: a comprehensive survey ↗](https://doi.org/10.1007/s10462-024-10874-4)**Licheng Jiao, Xue Song, Chao You et al.*62 citations*

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