Vol. 6 No. 1s (2026): IJAIML_VOL.6_NO.1s 2026

Published: 2026-04-15

Articles

AI-Driven Dynamic Curriculum Design with a Hybrid of Reinforcement Learning and Evolutionary Algorithms

Dr. Reji K Kollinal, Dr.P. Kaladevi, R. Harshini, Hadasha Nobel tune, Rustam Khurramov, Baxtiyor Turayev

1-15
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Generative AI-Based Autonomous Orchestration for Intelligent IoT-Driven Smart Home Systems

Dr. Ramesh Palanisamy, Dr. Senthilkumar Moorthy, Dr. S. V. Manikanthan, Dr. J RajaSekhar

16-24
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Human-Centric Urban Planning Using Behavioral Digital Twins and Predictive Analytics

J. Karthikeyan, Nik Mohd Noor Faizul Md Saad, Chen Kim Lim, Kian Lam Tan

25-33
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AutoML-Driven Intelligent Big Data Analytics for Scalable and Adaptive Enterprise Decision-Making Systems

Dr. R. Mahalingam, Dr.D. Saveetha, Dr. Swetha Pesaru, Dr. Hari Kishore Kakarla

34-42
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Building Inclusive Learning Systems Using Hybrid Multi-Agent Reinforcement Learning with NLP

Dr.M. Rajapriya, P. Sagayaraj , Dr.D. Mugilan, J. Monisha , Nasiba Axmedova, Lochinbek Pardayev

43-56
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Developing AI-Powered Adaptive Testing Systems with Few-Shot Learning Education Techniques

Anitha M, Dr.G.H. Kerinab Beenu, Gulboy Yusupov, Mahesh Kumar PG, Dinara Abdurakhmonova, Yulduz Raximova

57-70
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AI-Driven Content Generation for Adaptive E-Learning Using Generative Pretrained Transformers (GPT-3)

Dr.D. Muthusankar, P. Pushpalatha, Komil Bazarov, R. Jeevajothi, Shavkat Abduraxmonov, Sharofiddin Yarmatov

71-82
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Interactive Learning Environment Optimization Using a Multi-Objective Genetic Algorithm

Dr.P. Kaladevi, S. Seethaladevi, Doniyorbek Khudoyberganov, K. Kanchana, Nodira Fayziyeva, Mehriddin Amonov

83-94
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Cross-platform Web of Things framework for smart home sensors and legacy device gateways

Boobalakrishnan Sadasivam , Kavitha Rajamohan

95-121
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Hybrid Neural-Genetic Models for Adaptive Online Learning Resource Allocation

B. Saraswati , Dr.A. Deepak Kumar, K. Samundeeswari , Ma’mirjon Yuldasho , Nasiba Eshkulova, Kamola Mirzayeva

122-136
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Enhancing Adaptive Learning Systems Using Swarm Intelligence Algorithms for Personalized Education

Azibaev Akhmadkhon Gulomjon ugli, Umid Odilov, S. Antonibiya, S. Malarvizhi, Sofiyaxon Usmonova, Akmal Qosimov

137-151
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A Novel Transfer Learning Approach for Personalizing Learning Experiences Using Pretrained Transformers

Dr.R. Gopinath, Dr.G. Mahalakshmi, V. Sivasankari , R. Anuradha, Bayram Mambetov, Khadicha Rashidova

152-164
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Optimizing Education Pathways Using Hyperparameter Tuning in Neural Architecture Search (NAS)

Abdusamiev Dilmurod Abdugani ugli, Dr.D. Muthusankar, E. Shalini, S. Suganya, Ramazon Xurramov, Lazizbek Burkhonov

165-176
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Predictive Modeling for Student Dropout in Online Courses Using Ensemble Deep Reinforcement Learning

Dr. Arasuraja Ganesan, Dr. K.R. Nandagopal, R. Shanthi, V. Ramnath, Malikaxon Qodirova, Shokhista Khaydarova

177-187
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Improving Early Detection of Learning Disabilities Using Graph Convolutional Networks (GCN) and Multi-Modal Data

Abdumutalliev Abdulakhad Abdusamad ugli, Dr.P. Senthil Raja, V. Dhanalakshmi, M. Gayathri, Zuhra Xudayarova, Mavluda Nurillaeva

188-202
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Developing Autonomous Feedback Mechanisms in Education with Deep Q-networks (DQN) and NLP

Dr.U. Harita, Dr. Shanthi Vairavan, Mavlonbek Doniyarov, P.V. Hari Hara Subramanyan, Abdullayeva Shakhnoza Anvarovna, Nigora Abduraimova

203-213
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Leveraging Federated Learning for Privacy-Preserving Collaborative Learning Platforms in Education

Bekmirzayev Mirjalol Xusanboy ugli, Golibjon Ernazarov, Dr. Ponmurugan Panneerselvam, Deepa Sundareswaran, Alijon Hamroyev, Akbar Shodiyev

214-227
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Student Engagement Prediction in E-Learning Environments Using Attention-Based Transformers

Yokubbaeva Umida Abduvakhob kizi, Mirjon Sharopov, Pushpa Nagini Sripada, R. Parthasarathy, Shaxnoza Muzrapova, Sanjar Uraimov

228-240
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Personalized Learning Recommendations with Multi-Layered Neural Collaborative Filtering

Dr. Meenakshi Sundaram G, Dr.Ambika P, Komiljon Karimov, Bhavadharani S, Nozima Dosmuxammedova, Jasur Abdullayev

241-251
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A Hybrid Siamese Neural Network for Personalized Learning Pathways in STEM Education

Dr.M. Sangeetha, Dr.K. Shree Jayaram, Dilafruz Ismatova, Dr.K. Sreedevi, Erkin Xakimov, Tuygunoy Mamadzhanova

252-264
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Predicting Student Motivation and Engagement Using a Hybrid of Recurrent Neural Networks (RNNS) and Reinforcement Learning

Dr. Gopinath R, Rajashri CK, Munira Baymatova, Jeyanthi P, Mamataliev Marufjon Mamatjonovich, Ismat Saparov

265-275
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Assessing the Role of Game-Based Learning in Improving Academic Achievement and Student Motivation

Bishnu Paramguru Mahapatra, Rabinarayan Panda, Roni Das, Rajeswari M, Sachikanta Dash

276-291
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Optimizing Student Learning Outcomes in Virtual Classrooms Using Hierarchical Reinforcement Learning (HRL)

Dr. Megala Rajendran, N. Nivetha, N. Prabhavathy Devi, Dr.R. Chithra, Nigora Saliyeva, Asadbek Eshniyozov

292-303
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Segmentation Of Pectoral Muscle From Digital Mammograms With Breadth -First Search Algorithm Towards Breast Cancer Detection

Pratibha T Joshi, Gurpreet Singh Saini, Shivaji D Pawar, Kamal Sharma, Shankar Patil

304-320
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Enhancing Teacher Support Systems with Emotion-Aware Learning Using Affective Computing and Gans

Dr. Anand. J, Nivetha N, Dr. Senthil Raja P, Prabhavathy Devi N, Khonzoda Makhramkulova, Akmal Ergashev

321-331
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Transformer-Based Natural Language Processing Model for Automated Clinical Diagnosis and Electronic Health Record Summarization

Rashmi Jain, Dr. Shikhar Verma, Dr. Jimmy Narayan, Manish M Goswami, Sachin U. Balvir, Anup Gade, Dr. Komal Patel, Pushpalatha P

332-344
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Smart Tutoring Systems Using Interactive Natural Language Understanding with Transformer-Based Models

Damodaran, Dr. Lekshmi. R.S, Mamayusup Abdusamatov, Dr. V. Subbulakshmi, Sitora Azizova, Bakhodir Jalilov

345-355
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A Distributed Artificial Intelligence Framework with Federated Machine Learning for Privacy-Preserving Healthcare Data Analytics in Multi-Cloud Environments

Rohit Ravindra Nikam, Pallavi Sachin Patil, Dr.Pavan kumar, Dr. Deepak Kumar Parhi, Samudrala Jagadeesh, Dr.Geetika M. Patel, Shalini E, Anitha K

356-369
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Analyzing Collaborative Learning in Peer Education Using Deep Graph Neural Networks

Anitha K, Dr. Satish. R, Athira K, Iroda Ismatullayeva, Nodira Mirxaydarova, Anvar Pardayev

370-382
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Advanced Detection of Gastrointestinal Cancer & Classification Using ASHMSO and Multi-Kernel Attention Densenet

Renjith V.R, J.E Judith

383-402
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Integrating Knowledge Graphs with Natural Language Processing for Context-Aware Educational Content Recommendations

Dr. Priya Sethuraman, Dr. Arivukkodi R, Dr. Nallusamy C, Durga B, Xalida Sultanova, Bakhodir Khoshbakov

403-416
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Optimizing Multiclass Banking Customer Segmentation: A Dual Approach using Transformer Model and Advanced Optimizers

Sufaira Shamsudeen, K. Ranjith Singh

417-438
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Design and production optimization of safety-engineered syringes to be used routinely in clinical settings: ergonomic, cost-effective solution to reducing the risk of blood-borne infections in India

Girish Kumar Kuppireddy, Dr. Kamineni Saradhi

439-453
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Classification and Detection of Gastrointestinal Cancer Diagnosis Using Advanced Deep Learning Technique: An Explainable AI Approach

Renjith V.R, Dr. J.E Judith

454-471
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An Adaptive Pre-Copy Live Virtual Machine Migration Framework Using Fire Hawks Optimization Algorithm for Efficient Cloud Resource Management

A. Nagaswathy, Dr. M. Suganya

472-486
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Interpretable and Efficient Brain Tumor Detection using Efficient Net Enhanced with CBAM and Grad-CAM Analysis

C Govardhan, V Anantha Natarajan

487-505
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Ambient Intelligence for Adaptive Smart Home Environments Using 5G Networks

Dr. R. Venkatesh, Dr. Reshma Yogesh Totare, Dr.N. Srinivas, Dr. Shenbagarajan Anantharajan

506-520
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Automatic lung tumor segmentation and classification based on improved U-Net assisted hybrid deep learning approach

Gottumukkala Thanmaya Tejaswi, Nulaka Srinivasu, Pardha Saradhi Varma Gottumukkala

521-546
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ROISegNet: Anatomy-Aware Deep Learning Framework for Accurate Breast ROI Segmentation in Thermographic Imaging

Preethi Veerlapalli, Dr. Sushama Rani Dutta

547-568
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Cloud assisted Multimodal Lung Cancer Classification Using an explainable Deep Learning approach

Gottumukkala Thanmaya Tejaswi, Nulaka Srinivasu, Pardha Saradhi Varma Gottumukkala

569-592
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AEO-HGO Adaptive Exploration-Exploitation Hybrid Gas Optimization for Satellite Image Segmentation

V. Prasanna , J. Saivijayalakshmi, R. Nareshkumar , P. Uma Maheswari, N. Mathimagal, Lavanya V

593-603
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Identification and Quantization of Multiple Damages on 1-Dimensional Beam by Minimizing Wasserstein Distance with Sensitive Modal Amplitude Data

Vineet Kumar Vashishtha, Dr. Nitin Kumar Jain, Dr. Ankur Gupta

604-625
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Wheeze Signal Feature Engineered Deep Neural Network Model for Wheeze Segmentation and Wheeze Sound Detection from Lung Sound Data Signals

Gomathi R, Karthik R

626-644
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Localization and Quantification of Multiple Damages on One-Dimensional Beam with Sensitive Modal Data and Jensen-Shannon Divergence-Based Artificial Neural Network Regression

Vineet Kumar Vashishtha, Dr. Nitin Kumar Jain, Dr. Ankur Gupta

645-663
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An Optimized Document Information Retrieval Framework Using Clustering Techniques Integrated with Bacterial Foraging Optimization

S.Nancy Lima Christy, Dr.A. Jeeva, Nisha Boopathy, Ali Bostani, Dr.A. Mummoorthy, Suresh Arumugam, Dr .P.Dharmendra Kumar

664-673
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A Robust Deep Learning Framework for Adversarially Resilient Fraud Detection and Analytical Modeling

Dr.A. Ramesh, Mr. J. Sathish, Dr. V Mohan, Dr. Hari Kishore Kakarla

674-682
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CNNBi-LSTM-GCN-ATN: Combining multifold deep learning models with attention methodology for an enhanced network intrusion detection system

A. Kalaivani, R. Pugazendi

683-694
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Post-Quantum Secure Cross-Chain Interoperability Protocols for Next-Generation Blockchain Systems

Dr. B. Nagarajan, Dr.D. Saveetha, Dr. P.S.G. Aruna Sri, Mr. Ketan Anand

695-703
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Design and Development of Efficient Electronic Medical Data Search Engine with Data Privacy Using Blockchain Technology

M.Karthika Devi, M. Thangaraj

704-713
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An Integrated Hybrid Interoperability Architecture for Multi-Platform Blockchain Supply Chain Systems

Dr. B. Nagarajan, Dr. Veeramani. V, Dr. Antonyraj Martin, Dr.Hari Kishore Kakarla

714-722
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A Fuzzy-Assisted Mathematically Modified Cat Swarm Optimization Approach for Effective Sensitive Association Rule Hiding in Data Mining

Dr M Praneesh, R. Naveenkumar, Capt. Dr. M. Nalini, Dr. C. Karnan, Dr. R. Brindha, Shanthi R, Dr .P.Dharmendra Kumar

723-731
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Security and Privacy Challenges in Decentralized Ledger Technologies: A Comprehensive Threat Modeling Approach

Dr.A. Ramesh, Dr. R Usha Rani, Dr. Venkateswarlu Sunkari, Dr. Fazal Noorbasha

732-740
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A Hybrid Big Data Analytics Framework for Business Intelligence Classification Using Whale Optimization Algorithms and Neural Network Models

Dr. Geetha T V, R. Naveenkumar, Dr.V. Sumathi, Ali Bostani, Dr.A. Mummoorthy, Monisha J, Dr .P.Dharmendra Kumar

741-750
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Hierarchical Deep Transfer Networks for Cross-Domain Visual Intelligence and Large-Scale Data Mining

Dr. J. Karthikeyan, Dr. Rajesh Kumar K, Dr. T. Padmapriya, Dr. P. Selvaraju

751-759
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A Comprehensive Air Quality Prediction Model Based on Enhanced Sparse Autoencoder and Neural Network Architectures

Dr. Rajinder Kumar, Dr Jitesh Kumar Baskaran, S. Aarthi, Pavithra G Shetty, Mrs.E. Pavithra, Arivukkodi R, Dr .P.Dharmendra Kumar

760-768
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An efficient DDoS attack detection method in IoT based on an optimized recurrent neural network using hybrid swarm intelligence methods

Dr.S. Anitha, Dr T. Ramaprabha, Mrs.S. Chandrakala, Mr. N. Nijanthan

769-790
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Graph Transformer–Driven Multi-Agent Reinforcement Learning Framework for Real-Time Smart Grid Stability and Anomaly Prediction

S. Mahendran, B. Gomathy

791-810
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Hybrid Intrusion Detection System For Securing Information In The Cloud Environment

Ashima Jain, Ashima Narang, Manju

811-831
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Mutation Dwarf Mongoose Optimization (Mdmo) Based Feature Engineering And Peephole Long Short-Term Memory (Plstm) Model For Malware Family Classification With Api Call Analysis

E. Yuvarani, Dr. P. M. Gomathi

832-845
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Attention LSTM framework for Aspect-enabled Sentiment Analysis

Pushpakumar R, Dr. K. Seethalakshmi

846-860
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BITE-Net: A Multi-Feature Deep Learning Framework for Robust Clickbait Detection Integrating Psycholinguistic Signals, Semantic Contrast Modeling, and Multi-Head Self-Attention Fusion

Senthilpriya S. S, N. V. Balaji

861-887
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AMACO-QP: Enhanced Adaptive Multi-Colony ACO-Based Query Processing with Healthcare-Aware Cost Model for Scalable Big Data Analytics

S. Anuja, C. Malathy

888-916
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Intelligent Anomaly Detection in Campus Networks using Lightweight Vector Quantized Conditional Weighted Wasserstein Autoencoder and Optimized Bayesian Temporal Convolutional Network

Ms.D. Sharmila, Dr.S. Uma

917-932
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CNNBi-LSTM-GCN-ATN: Combining multifolddeep learning models with attention methodology for an enhanced network intrusion detection system

A. Kalaivani, R. Pugazendi

933-943
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Design and implementation of LSTM-CNN-IDS Hybrid Intrusion Detection Mechanism for IoT Network

Jyoti Jangir, Nirmal Punetha, Khushboo Tripathi

944-970
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