JoWUA

Volume 17

Evaluating Algorithmic Fairness in AI Detection Tools for Arabic and English Student Writing

Authors: Dr. Mohamed Adel Al-Shaher, and Nassir Jabir Al-Khafaji

DOI: 10.58346/JOWUA.2026.I2.041

Pages: 741-754

Keywords: AI Content Detection, Algorithmic Fairness, Academic Integrity, Arabic Language Processing, English Student Writing, Multilingual Evaluation, Generative Artificial Intelligence.

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Artificial Intelligence-Based Multi-Tiered Architecture for the Detection of Fake News, Spam Data and Unauthorized Users

Authors: P. Kardeepa, N. Subbulakshmi, and A.M. Gurusigaamani

DOI: 10.58346/JOWUA.2026.I1.041

Pages: 743-765

Keywords: Artificial Intelligence, Multi-Tiered Architecture, Fake News Detection, Spam Detection, Unauthorized User Detection, Machine Learning, Deep Learning, Natural Language Processing, BERT, GPT-2, XGBoost, Autoencoder, Data Security, MTA-SD, Digital Innovation.

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Blockchain Inspired Frameworks for Ensuring Textual Authenticity and Attribution in Digital Literary Archives

Authors: Shakhnoza Khujamberdieva, Mahliyo Khaydarova, Gavhar Kurbanova, Navbaxor Shadiyeva, Gavhar Nurkulova, Niginabonu Shokhimardonova, Shaxista Toxirjonova, and Barchinoy Isroilova

DOI: 10.58346/JOWUA.2026.I2.042

Pages: 755-766

Keywords: Blockchain, Textual Authenticity, Digital Literary Archives, Smart Contracts, IPFS, Provenance Tracking, AI-generated Text.

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Advanced Lung Cancer Diagnosis with LungNet-Hybrid Deep Learning Approach for Improved Imaging and Tumor Detection

Authors: N. Muthu Bala, and Dr.K.S. Kannan

DOI: 10.58346/JOWUA.2026.I1.042

Pages: 766-784

Keywords: Deep Learning. Global Optimization, Morphological Analysis, OTSU Thresholding, Image Segmentation, Hybrid Models, Medical Imaging.

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Improved Knowledge-Based Reinforcement Learning in DBN Model with Significant Biomarker for Cervical Cancer Detection and Classification

Authors: S. Nandhinieswari, and Dr.A. Indumathi

DOI: 10.58346/JOWUA.2026.I2.043

Pages: 767-790

Keywords: Cervical Cancer, KRT17, CRISP2, Deep Belief Network (DBN), Knowledge-Based Reinforcement Learning, Biomarker, Gradient Descent.

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A Foundation-Level Multi-Modal Ophthalmic Model for Unified Cross-Modal Representation Learning

Authors: Savita Mamadapur, Dr.P. Manikandan, and Dr.P. Renukadevi

DOI: 10.58346/JOWUA.2026.I1.043

Pages: 785-801

Keywords: Imaging Modality, Ophthalmic Model, Classification, Image Processing, Eye Disease Detection, Glaucoma, Transfer Learning.

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Semantic-Aware Graph Transformer Framework for Energy-Efficient Data Routing and Trust Management in Wireless Sensor Networks

Authors: Dr. Balamurali Pydi, Dr. Swathi Nadipineni, Dr. Mahammad Firose Shaik, Dr.G. Muthupandi, Dr. Noel Prashant Ratchagar, and Dr.A.V. Prabu

DOI: 10.58346/JOWUA.2026.I2.044

Pages: 791-805

Keywords: Wireless Sensor Networks (WSN), Graph Transformer, Semantic-Aware Routing, Trust Management, Energy Efficiency, IoT Security, Multi-Head Attention.

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A Zero-Energy Cognitive Distillation Framework for 6G-Edge Autonomous Ubiquitous Learning Ecosystems

Authors: Rufat Azizov, Khamid Mannopov, Oleg Kim, Sitora Daniyarova, Feruza Murtazayeva, Manzura Rustamova, and I.B. Sapaev

DOI: 10.58346/JOWUA.2026.I1.044

Pages: 802-816

Keywords: 6G Edge Computing, Cognitive Distillation, Zero-Energy Framework, Autonomous Ubiquitous Learning, Energy-Efficient AI, Knowledge Distillation, Edge Intelligence.

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MNSO-Based Ensemble Learning for Signal Detection in MIMO-OTFS Systems for B5G Communications

Authors: Panchaxari Mamadapur, Dr.S. Anitha, Dr.T. Senthil Kumaran, and Dr.C.S. Pillai

DOI: 10.58346/JOWUA.2026.I2.045

Pages: 806-820

Keywords: MIMO-OTFS, Signal Detection, Ensemble Learning, MNSO Optimization, B5G Communications, Delay-Doppler Domain, Bit Error Rate Reduction.

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Deep Inception V4 Convolution Neural Network Towards Predictive Representation Learning Deepfake Contents in the Online Social Networks

Authors: S. Narmatha, and Dr.S. Mythili

DOI: 10.58346/JOWUA.2026.I1.045

Pages: 817-837

Keywords: Deepfake Detection, Deep Learning, Inception V4 CNN, Predictive Representation Learning, Social Media Security, Generative AI.

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