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ORCIDArtificial Intelligence Review, Volume 59
Volume 59, Number 1, January 2026
- Mahesh Kumbhar, Sunith Bandaru, Alexander Karlsson:
Imbalanced data oversampling through subspace optimization with Bayesian reinforcement. 1 - Ozgur Salman, Themistoklis Melissourgos, Michael Kampouridis:
A genetic algorithm for the optimization of multi-threshold trading strategies in the directional changes paradigm. 2 - Mauricio Moyano, Vinicius Cabrera Jameli, Keiny Meza-Vasquez, Maximiliano Beltran-Villarroel, Sebastian Muñoz-Bustos, Gonzalo Tello-Valenzuela, Nicolle Ojeda-Ortega, Guillermo Cabrera-Guerrero:
Heuristics for the direct aperture optimisation in intensity modulated radiotion therapy: a systematic literature review. 3 - Meysam Alizamir, Aliakbar Gholampour
, Sungwon Kim, Salim Heddam, Jaehwan Kim:
Designing a robust extreme gradient boosting model with SHAP-based interpretation for predicting carbonation depth in recycled aggregate concrete. 4 - Edesio Alcobaça, André C. P. L. F. de Carvalho:
A literature review on automated machine learning. 5 - Hanshuai Cui, Wenyi Zeng, Rong Ma, Dong Cheng, Qianpeng Chong, Zeshui Xu:
LIFWCM: local information-based fuzzy weighted C-means algorithm for image segmentation. 6 - Kinjal Patel, Milind Shah, Karishma M. Qureshi, Mohamed Rafik N. Qureshi:
A systematic review of generative AI: importance of industry and startup-centered perspectives, agentic AI, ethical considerations & challenges, and future directions. 7 - Paul Schulz, Thorsten Hempel, Magnus Jung, Ayoub Al-Hamadi:
Automating synthetic dataset generation for image-based 3D detection: a literature review. 8 - Mohsen Ghorbian, Mostafa Ghobaei-Arani:
Large language models for mental health diagnosis and treatment: a survey. 9 - Jiangjian Xie, Shanshan Xie, Yang Liu, Xin Jing, Mengkun Zhu, Linlin Xie, Junguo Zhang, Kun Qian, Björn W. Schuller:
Decoding nature's melody: significance and challenges of machine learning in assessing bird diversity via soundscape analysis. 10 - Mohamad Abou Ali, Fadi Dornaika, Jinan Charafeddine:
Agentic AI: a comprehensive survey of architectures, applications, and future directions. 11 - Tomás de Jesús Mateo Sanguino:
The Pygmalion effect in AI: influence of cultural narratives and policies on technological development. 12 - Helmi Ayari, Ramzi Guetari, Naoufel Kraïem:
Machine learning powered financial credit scoring: a systematic literature review. 13 - Lincy Annet Abraham, Gopinath Palanisamy, Veerapu Goutham, J. S. Nisha:
Exploring the potential of explainable AI in brain tumor detection and classification: a systematic review. 14 - Maik Larooij, Petter Törnberg:
Validation is the central challenge for generative social simulation: a critical review of LLMs in agent-based modeling. 15 - Sufyan Danish, Md. Jalil Piran, Samee Ullah Khan, Muhammad Attique Khan, Lien Minh Dang, Yahya H. Zweiri, Hyoung-Kyu Song, Hyeonjoon Moon:
Vision-based fire management system using autonomous unmanned aerial vehicles: a comprehensive survey. 16 - Luyang Fang, Xiaowei Yu, Jiazhang Cai, Yongkai Chen, Shushan Wu, Zhengliang Liu, Zhenyuan Yang, Haoran Lu, Xilin Gong, Yufang Liu, Terry Ma, Wei Ruan, Ali Abbasi, Jing Zhang, Tao Wang, Ehsan Latif, Wei Liu, Wei Zhang, Soheil Kolouri, Xiaoming Zhai, Dajiang Zhu, Wenxuan Zhong, Tianming Liu, Ping Ma:
Knowledge distillation and dataset distillation of large language models: emerging trends, challenges, and future directions. 17 - Rongchao Wang, Zhaofa Zhou, Shuhui Li, Zhili Zhang:
Advances and challenges in infrared-visible image fusion: a comprehensive review of techniques and applications. 18 - Muhammad Umer Zia, Wei Xiang, Tao Huang, Jameel Ahmad, Jawwad Nasar Chattha, Ijaz Haider Naqvi, Faran Awais Butt:
Unifying ground and air: a comprehensive review of deep learning-enabled CAVs and UAVs. 19 - Anna Jach:
Neural network-based prediction of SMTP errors and bounces in cold emailing: a comparative study of GRU, CNN, and TCN. 20 - Gianluca Moro, Leonardo David Matteo Magnani, Luca Ragazzi:
Legal lay summarization: exploring methods and data generation with large language models. 21 - Rita Xavier, Leandro Nunes de Castro:
On the use of transfer learning in nature-inspired algorithms: a systematic review. 22 - Hadiseh Moradisani, Fattane Zarrinkalam, Zeinab Noorian, Faezeh Ensan:
Exploring unanswerability in machine reading comprehension: approaches, benchmarks, and open challenges. 23 - Derrick Effah, Ali Zia, Mohammad Awrangjeb, Yongsheng Gao, Kwabena Sarpong:
Advances in machine learning for wetland classification: a comprehensive survey of methods and applications. 24 - Ahsanul Karim, Muhammad Aminur Rahaman, Md. Ariful Islam, Md. Ariful Islam, Anichur Rahman, Tanoy Debnath, Utpol Kanti Das:
A computer graphics-based model to generate dynamic 3D animations for corresponding Bangla sign language gestures using HamNoSys to SiGML conversion. 25 - Rajmeet Singh, Lakmal D. Seneviratne, Irfan Hussain:
A comprehensive review of current robot-based pollinators for crop pollination. 26 - Deepthi Pathare, Leo Laine, Morteza Haghir Chehreghani:
Tactical decision making for autonomous trucks by deep reinforcement learning with total cost of operation based reward. 27 - Emmanouil Koutoulakis, Eleftherios Trivizakis, Emmanouil Markodimitrakis, Sophia Agelaki, Manolis Tsiknakis, Kostas Marias:
A critical review of explainable deep learning in lung cancer diagnosis. 28 - Mohammad Shamsodini Lori, Wenge Huang, Zhenhua Tian, Jiangtao Cheng:
Thermohydraulic performance of spray cooling systems: a general model by machine learning. 29 - Youpeng Wu, Lun Lu, Ao Xu, Yinan Wang, Zhiwei Li, Zhuanyi Yang, Lingli Zeng, Qingjiang Li:
Neural networks for epilepsy detection and prediction with EEG signals: a systematic review. 30 - Xi Yang, Shaoyi Li, Saisai Niu, Xiaokui Yue:
Graph network learning for human skeleton modeling: a survey. 31 - Marsha Mariya Kappan, Eduardo Benítez Sandoval, Erik Meijering, Francisco Cruz:
A survey on deep learning for 2D and 3D human pose estimation. 32 - Quang-Tien Tran, Nhien-An Le-Khac, Michela Bertolotto:
Concept drift detection in image data stream: a survey on current literature, limitations and future directions. 33 - Nada Elsokkary, Wasif Khan, Mohammed Shurrab, Rabeb Mizouni, Shakti Singh, Jamal Bentahar, Azzam Mourad, Hadi Otrok:
Reinforcement learning and the Metaverse: a symbiotic collaboration. 34 - Yaping Chai, Haoran Xie, S. Joe Qin:
Text data augmentation for large language models: a comprehensive survey of methods, challenges, and opportunities. 35 - Mengyuan Sun, Yong Tian, Jiangchen Li, Cheng-Lung Wu, Liqun Peng, Shucai Xu:
A review of network delay prediction and advances in large language models for air traffic. 36 - René Vieira Santin, Solange Oliveira Rezende:
Systematic review on aspect-based sentiment analysis in cross-domain. 37 - Lingfan Bao, Joseph Humphreys, Tianhu Peng, Chengxu Zhou:
Deep reinforcement learning for robotic bipedal locomotion: a brief survey. 38
Volume 59, Number 2, February 2026
- Xinpeng Long, Michael Kampouridis, Tasos Papastylianou:
Multi-objective genetic programming-based algorithmic trading, using directional changes and a modified sharpe ratio score for identifying optimal trading strategies. 39 - Muhammad Abrar, Mujeeb Ur Rehman, Sohail Khalid, Rahmat Ullah:
The intersection of artificial intelligence and assistive technologies in the diagnosis and intervention of mental health conditions. 40 - Deepak Kaushik, Preeti Gulia, Nasib Singh Gill, Mohammad A. Yahya, Piyush Kumar Shukla, J. Shreyas:
Synergizing blockchain and AI to fortify IoT security: a comprehensive review. 41 - Yan Liu, Mingyu Yan, Yanqiu Xiao, Guangzhen Cui, Li Han:
Finer monocular depth estimation with long range in various driving lighting environments. 42 - Na Xu, Chaoxu Mu, Ke Wang, Liang Ma, Zhaoyang Liu:
Multi-agent generalized cooperative optimization scheduling for multi-energy complementarity in microgrids. 43 - Pankaj Kumari, Lavika Goel:
Emerging computational intelligence based techniques for lung cancer diagnosis and classification on chest CT scan images: a comprehensive survey. 44 - Marvin John Ignacio, Sangyun Shin, Hulin Jin, Seong Joon Yoo, Dongil Han, Yong-Guk Kim:
Revisiting U-Net: a foundational backbone for modern generative AI. 45 - Dehua Zhang, Qingsong Yuan, Lei Meng, Ruixue Xia, Wei Liu, Chunbin Qin:
Reinforcement learning for single-agent to multi-agent systems: from basic theory to industrial application progress, a survey. 46 - Shougi Suliman Abosuliman, Saleem Abdullah, Nawab Ali:
Optimizing biofortified crop selection: a novel feed-backward double hierarchy linguistic neural network approach with Yager-Dombi t-norms. 47 - Milan Oulehla, Ladislav Dorotík, Zuzana Komínková Oplatková:
Androbank: the impact of API levels on mobile malware detection. 48 - Surendra Baniya, Damodar Maity:
A comprehensive review of theoretical concepts and advancements in physics-informed neural networks with applications in structural engineering. 49 - Lorena Mehavilla, María Rodríguez, José García, Álvaro Alesanco:
Evaluating large language models effectiveness for flow-based intrusion detection: a comparative study with ML and DL baselines. 50 - Jinghao Wang, KaiKai Cui, Teng Teng, Zi Wang, Boming Ren, Qifeng Yu:
Trinocular vision with deep learning for object twist estimation: a benchmark approach and dataset. 51 - Zhongnan Zhao, Zhiqiang Bi, Yue Wang, Xu Xie:
A collaborative metaverse-digital twin system for traffic perception, reasoning, and resource scheduling. 52 - Mohammed Qaraad, Luke H. Hoeppner, Bushra Shakir, David Guinovart:
An optimized computational framework for non-small cell lung cancer subtype classification and biomarker discovery. 53 - Mustafa Hikmet Bilgehan Ucar, Serdar Burak Solak, Ali Olow Jimale, Hakan Ünal, Süleyman Eken:
A comprehensive survey on pose estimation and tracking in sports: methodologies, datasets, challenges, and future directions. 54 - Zhe Su, Xiang Liu, Layal Bou Hamdan, Vasileios Maroulas, Jie Wu, Gunnar Carlsson, Guo-Wei Wei:
Topological data analysis and topological deep learning beyond persistent homology: a review. 58 - Shakeel Ahmad, Rahiel Ahmad, Ahmad Sami Al-Shamayleh, Divya Nimma, Muhammad Zaman, Nikola Ivkovic, Korhan Cengiz, Adnan Akhunzada, Ehtisham Haider:
Flight into the future: a holistic review of AI-trends, vision, and challenges in drones technology. 59 - Wojciech Tomczak, Jan Laszkiewicz, Lukasz Nowak, Lukasz Biesiadecki, Klaudia Molik, Katarzyna Grunwald, Joanna Chorbinska, Bartosz Malkiewicz, Tomasz Szydelko, Wojciech Krajewski:
The quality of AI-generated answers for patient inquiries on urolithiasis: a comparative study of ChatGPT and Deepseek. 60 - Manuel Soto Calvo, Han Soo Lee:
Systematic taxonomic framework of metaheuristic algorithms using hierarchical clustering and structural criteria: how novel is the novelty? 61 - Sanjay Chakraborty, Ibrahim Delibasoglu, Fredrik Heintz:
Scaling transformers for time series forecasting: do pretrained large models outperform small-scale alternatives? 62 - Hua Zhang, Chen Zhang, Jing Li, Xuexi Xuan, Mingjie Wang, Bo Yi, Kai Xia, Haiyan Wang, Lei Yin, Xiaoqing Zhang:
Enhanced pixel-wise style fusion network for stent malapposition recognition with re-parameterizing technique in OCT. 63 - Jinglong Luo, Yehong Zhang, Zhuo Zhang, Shiyu Liu, Ye Dong, Haoran Li, Yue Yu, Hui Wang, Xun Zhou, Zenglin Xu:
Cryptography-based privacy-preserving large language models: a lifecycle survey of frameworks, methods, and future directions. 64 - Otto Vermeulen, Arno Siebes, Yannis Velegrakis:
Reinforcement learning for road pricing: a review and future directions. 65 - Jing Huan, Mingxing Li, Haoliang Zhou:
Emotion-aware adaptation of CLIP model for facial expression recognition. 66 - Zhanchi Hu, Jie Ji, Jian-Wei Lin, Chi Xiao, Ling-Ping Cen:
Convolutional neural network algorithms in diabetic retinopathy: how far does it go? 67 - Yashar Jebraeily, Yousef Sharafi, Mohammad Teshnehlab, Nastaran Ahmadi Ramezanloo:
An optimized hybrid framework for car theft detection: comparative insights from deep transfer learning and feature-based machine learning. 68 - Md Al Amin Sarker, Irrai Anbu Jayaraj, Bharanidharan Shanmugam, Sami Azam, Suresh Thennadil:
A review of artificial intelligence techniques for anomaly detection in smart grid. 69 - Subhey Sadi Rahman, Md. Adnanul Islam, Md. Mahbub Alam, Musarrat Zeba, Md. Abdur Rahman, Sadia Sultana Chowa, Mohaimenul Azam Khan Raiaan, Sami Azam:
Hallucination to truth: a review of fact-checking and factuality evaluation in large language models. 70 - Sadia Sultana Chowa, Riasad Alvi, Subhey Sadi Rahman, Md. Abdur Rahman, Mohaimenul Azam Khan Raiaan, Md Rafiqul Islam, Mukhtar Hussain, Sami Azam:
From language to action: a review of large language models as autonomous agents and tool users. 71 - Yan Zheng, Lida Zhang, Kaiwen Li, Rui Wang, Wenhua Li, Tao Zhang, Qingfu Zhang, Yaochu Jin:
A survey on large language models driven meta-optimizers for automated intelligent optimization. 72 - Georg Thamer Francis, Alireza Souri, Nihat Inanç:
A systematic review of metaheuristic based feature selection strategies for cyber-attack detection in the IIoT. 73 - Yuqing Liang, Jiancheng Xiao, Wensheng Gan, Philip S. Yu:
Watermarking techniques for large language models: a survey. 74 - Doreen Sebastian Sarwatt, Frank Kulwa, Adamu Gaston Philipo, Angela-Aida Karugila Runyoro, Huansheng Ning, Jianguo Ding:
Aigc-driven human-machine intelligence in ITS: technologies, applications, evaluation framework, challenges, and future directions. 75 - Yuxian Huang, Yuan Zhang, Jingkun Yan, Chu Zhang, Pan Gao, Xin Lv:
Automated detection of cotton aphids (Aphis gossypii Glover) using a bi-enhanced attention mechanism and domain-adaptive transfer learning strategy. 76 - Qiwen Xu, David Rügamer, Andreas Bender, Máté E. Maros:
Deep generative models in digital subtraction angiography (DSA) and X-ray angiography: a systematic review. 77 - João Carlos N. Bittencourt, Thommas K. S. Flores, Thiago C. Jesus, Daniel G. Costa:
On the role of AI in building generative urban intelligence. 78 - Ahmad Taheri, Keyvan RahimiZadeh, Jan Baumbach, Amin Beheshti, Olga I. Zolotareva, Mohammed Azmi Al-Betar, Seyedali Mirjalili, Amir H. Gandomi:
Farthest better or nearest worse optimizer: a novel metaheuristic algorithm. 79 - Julio Juárez, Hugo Terashima-Marín, Carlos A. Coello Coello:
Multi-objective hyper-heuristics: a survey. 80 - Teresa Salazar, Helder Araújo, Alberto Cano, Pedro Henriques Abreu:
A survey on group fairness in federated learning: challenges, taxonomy of solutions and directions for future research. 81 - Jingwen Guo, Xingyu Wang, Yuting Guo:
A review of neural architecture search methods for super-resolution imaging. 82 - Zhedong Lin, Zhongsheng Wang, Qian Liu, Xinyu Zhang, Jiamou Liu:
Narratology meets text-to-image: a survey of consistency in AI generated storybook illustrations. 83 - Daniel Fernández-González:
Structured sentiment analysis as transition-based dependency graph parsing. 84 - Rishika Bhattacharyya, Sumit Gupta, Marisha, Awadhesh Kumar, Deepti Mishra, Manjari Gupta:
A systematic review of evolutionary and swarm intelligence approaches for traffic signal control optimization. 85 - Jiancheng Ye:
Artificial intelligence-generated content (AIGC) in biomedical research, healthcare delivery, and clinical practices: technologies, applications, and regulatory considerations. 86 - Durjoy Ghosh, Maliha Mehjabin, Md Eshmam Rayed, M. F. Mridha, Md. Mohsin Kabir:
Advancements and challenges of federated learning in medical imaging: a systematic literature review. 87
Volume 59, Number 3, March 2026
- Linga Reddy Alva, Bishwajeet Pandey:
Agentic AI systems in the age of generative models: architectures, cloud scalability, and real-world applications. 88 - Nantheera Anantrasirichai, Fan Zhang, David Bull:
Advances in artificial intelligence: a review for the creative industries. 89 - Tazin Alam, Jahanara Suchi, Ankita Saha, Fahad Pathan, Aritra Das, Md. Mohsin Kabir, M. F. Mridha:
Advances in Alzheimer's disease diagnosis with machine learning and deep learning techniques: a comprehensive review. 90 - El-Sayed M. El-Kenawy, Nima Khodadadi, Seyedali Mirjalili, Ahmed Mohamed Zaki, Abdelhameed Ibrahim, Amel Ali Alhussan, Doaa Sami Khafaga, Marwa Metwally Eid:
Glider snake optimizer (GSO): a nature-inspired metaheuristic algorithm for global and engineering optimization problems. 91 - Xiyuan Zhang, Wenjie Yuan, Jifan Yang, Kai Tang, Dongsheng Guo:
Theory, development, and applications of zeroing neural network: a review. 92 - Luís Ferreira, António Valente, Paulo Salgado, José Boaventura Cunha:
Advances on risky driver behaviour detection in road vehicles: a systematic literature review. 93 - Mohammad Khaneghaei, Davood Asadi, Benyamin Ebrahimi, Önder Tutsoy, Seyed-Yaser Nabavi-Chashmi:
Intelligent hybrid optimization algorithms for multi-agent aerial robots path planning: review of the recent emerging trends and open research directions. 94 - Mingyang Yu, Jiaqi Zhang, Lu Yu, Haorui Yang, Haotian Lu, Xinjian Wei, Jing Xu:
Alzheimer's disease brain image segmentation using multi-feature fusion in 3D Rényi entropy model and quantum hybrid optimization. 95 - Kuanhou Tian, Mostafa Ghobaei-Arani:
An autonomous energy-aware resource scheduling mechanism in serverless edge computing. 96 - Emmanouil Markodimitrakis, Eleftherios Trivizakis, Georgios S. Ioannidis, Emmanouil Koutoulakis, Manolis Tsiknakis, Nikolaos Papanikolaou, Michail E. Klontzas, Mohammad Yaqub, Kostas Marias:
Federated learning on magnetic resonance imaging: a critical review. 97 - Attila Márton Putnoki, Tamás Orosz:
Cognitive and artificial intelligence evaluation framework. 98 - Mateusz Pach, Przemyslaw Rola, Michal Znalezniak, Patryk Kaszuba, Marcin Przewiezlikowski, Jacek Tabor, Marek Smieja:
Adaptive contrastive hierarchical clustering with nodes visualization. 99 - Jo Plested, Musa Phiri, Tom Gedeon:
Deep transfer learning for image classification: a survey. 100 - Luca Aliberti, Giuseppe D'Aniello, Matteo Gaeta:
Situation-aware recommender systems: a systematic review and framework for trustworthy recommendations. 101 - Tao Lei, Shuxin Zhang, Shaoxiong Lin, Tongfei Liu, Zhiyong Lv, Tao Gao, Maoguo Gong, Asoke K. Nandi:
Remote sensing image change detection using deep learning techniques: a comprehensive survey. 102 - Saleha Masood, Mousa Ahmad Al Bashrawi, Muhammad Attique Khan, Yogesh K. Dwivedi:
From data to diagnosis: a systematic review on AI-driven approaches to diabetes prediction. 103 - Salvator Lawrence, Srimuruganandam Bhathmanabhan:
Harnessing deep learning for air pollution forecasting: trends, techniques, and future prospects. 104 - Aditya Rajbongshi, Fatema Tuz Johora, Arafat Hossain, Md. Salauddin Sarker, Md. Habibur Rahman, Md. Wahidur Rahman, Fahad T. Alotaibi, Mohammad Ali Moni:
Leveraging explainable AI for sustainable agriculture: a comprehensive review of recent advances. 105 - Chunling Dong, Jianxiang Cao, Wenjing Liu:
Dynamic causal modeling and efficient fuzzy temporal causality reasoning in industrial fault diagnosis: a C-DUCG approach. 106 - Adnan Hussain, Kaleem Ullah, Muhammad Afaq, Muhammad Munsif, Altaf Hussain, Sung Wook Baik:
Quality over quantity: a data-centric survey of annotation errors in object detection datasets. 107 - Nesma El-Sokkary, Amany A. Arafa, Eman G. Zahran, Hesham A. Hefny, Nagy Ramdan:
Recent trends of machine learning techniques for risk assessment in hazardous environments. 108 - Peng Wang, Hongjun Liu, Liye Zou, Fred Paas:
Overloaded minds and machines: a cognitive load framework for human-AI symbiosis. 109
Volume 59, Number 4, April 2026
- Smriti Vipin Madangarli, G. Suganeshwari, S. P. Syed Ibrahim, Muthu Subash Kavitha, Norio Setozaki:
Semantic and temporal-aware hybrid embedding for transformer-based sequential recommendation. 110 - Gabriel Ionut Dorobantu, Ana-Cornelia Badea:
Geospatial reasoning and awareness in large language models: a systematic review. 111
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