ICTACT Journals

	Table of Contents
Special Issue on Advances IN GENAI AND DEEP LEARNING (AGDL-2025) Guest Editor: Dr. Sainarayanan Gopalakrishnan, Global Technology Director, HCLTech
18887	PRESERVING DATABASE SCHEMA PRIVACY WHILE GENERATING SQL QUERIES USING GENERATIVE AI Jitesh Prasad Khatick¹, Soumitra Kumar Mandal² Maulana Abul Kalam Azad University of Technology, India¹, National Institute of Technical Teachers’ Training and Research, India² Abstract \| Full Text \| DOI : 10.21917/ijsc.2025.0508 Page(s): 3662 - 3668
18886	GENERATIVE AI IN CREATIVE INDUSTRIES USING GANS FOR MUSIC AND ART GENERATION WITH HUMAN-AI CO-CREATION L. Godlin Atlas¹, C. Mageshkumar², K.V. Shiny³, D. Bhavana⁴, V. Madhumitha⁵ Bharath Institute of Higher Education and Research, India^1,3,4,5, Acharya University, Uzbekistan² Abstract \| Full Text \| DOI : 10.21917/ijsc.2025.0507 Page(s): 3653 - 3661
18885	ENSEMBLE STRATEGY TO MITIGATE ADVERSARIAL ATTACK IN FEDERATED LEARNING R. Anusuya¹, D. Karthika Renuka², Ashok Kumar³, S.K. Prithika⁴, S. Mridula⁵, T. Subhaashini⁶, R. Tharsha⁷ PSG College of Technology, India^1,2,4,5,6,7, Thiagarajar College of Engineering, India³ Abstract \| Full Text \| DOI : 10.21917/ijsc.2025.0506 Page(s): 3646 - 3652
18884	KENDUR REGION COCONUT DISEASE CLASSIFICATION: A COMPARATIVE ANALYSIS WITH DEEP LEARNING AND TRANSFER LEARNING MODELS P.S. Pravitha, V. Kumar Central University of Kerala, India Abstract \| Full Text \| DOI : 10.21917/ijsc.2025.0505 Page(s): 3639 - 3645
18883	DYNAMIC CHANNEL-ALIGNED 3D U-NET FOR EXPLAINABLE T2-WEIGHTED INFANT BRAIN MRI SYNTHESIS FROM T1-WEIGHTED MRI Param Ahir¹, Mehul Parikh² Gujarat Technological University, India¹, L. D. College of Engineering, India² Abstract \| Full Text \| DOI : 10.21917/ijsc.2025.0504 Page(s): 3634 - 3638
18882	DIFFUSION MODELS FOR HIGH-QUALITY IMAGE SYNTHESIS USING BALANCING MODEL COMPLEXITY WITH TRAINING EFFICIENCY S. Vadhana Kumari¹, Shano Maria Selvan², S. Brilly Sangeetha³, Adeline Sneha⁴ Vimal Jyothi Engineering College, India¹, University of Manchester, United Kingdom², IES College of Engineering, India³, Asia Pacific University of Technology and Innovation, Malaysia⁴ Abstract \| Full Text \| DOI : 10.21917/ijsc.2025.0503 Page(s): 3625 - 3633
18881	ADVANCED HYBRID GENERATIVE AI MODELS FOR MULTI-LAYERED DETECTION AND DEFENSE AGAINST DDOS ATTACKS K. Muthamil Sudar Mepco Schlenk Engineering College, India Abstract \| Full Text \| DOI : 10.21917/ijsc.2025.0502 Page(s): 3618 - 3624
18880	EXPLORING WORD EMBEDDINGS FOR SENTIMENT ANALYSIS OF MARATHI POLITICAL TWEETS: A MACHINE LEARNING APPROACH Swapnil P. Goje¹, Rupali H. Patil² Dr. Vishwanath Karad MIT World Peace University, India¹, Shri Shivaji Vidya Prasarak Sanstha's Late Karmaveer Dr. P. R. Ghogrey Science College, India² Abstract \| Full Text \| DOI : 10.21917/ijsc.2025.0501 Page(s): 3608 - 3617
18879	ETHICS AND FAIRNESS IN GENERATIVE AI USING MITIGATING BIAS IN LARGE LANGUAGE MODELS USING ADVERSARIAL TRAINING Niby Babu¹, Varghese S Chooralil², Jucy Vareed³, K.P. Hrudya⁴ CVV Institute of Science and Technology, Chinmaya Vishwa Vidyapeeth, India¹, Rajagiri School of Engineering & Technology, India², Vidya Academy of Science and Technology, India³, Sahrdaya College of Engineering and Technology, India⁴ Abstract \| Full Text \| DOI : 10.21917/ijsc.2025.0500 Page(s): 3598 - 3607
18878	SECURE AND TRANSPARENT MODEL DEPLOYMENT USING ADDRESSING VULNERABILITIES IN INCEPTION-RESNET FOR AUTONOMOUS ROBOTICS AND MANUFACTURING John Chembukkavu¹, P.C. Remya², M.K. Rachana³, P. Santhi⁴, P.S. Suvitha⁵ IES College of Engineering, India^1,2,3,4,5 Abstract \| Full Text \| DOI : 10.21917/ijsc.2025.0499 Page(s): 3589 - 3597
18877	REDUCING COMPUTATIONAL DEMANDS IN CAPSULE NET THROUGH KNOWLEDGE DISTILLATION AND TRANSFER LEARNING Vince Paul¹, A. Anbu Megelin Star², A. Anto Spiritus Kingsly³, S.J. Jereesha Mary⁴ Christ College of Engineering, India¹, DMI Engineering College, India², Oasys Institute of Technology, India³, Annai Velankanni College of Engineering, India⁴ Abstract \| Full Text \| DOI : 10.21917/ijsc.2025.0498 Page(s): 3578 - 3588
18876	GENERATIVE ADVERSARIAL NETWORKS (GANs) IN MULTIMODAL AI USING BRIDGING TEXT, IMAGE, AND AUDIO DATA FOR ENHANCED MODEL PERFORMANCE R. Arun Kumar¹, C. Lisa², V.R. Rashmi³, K. Sandhya⁴ University of South Wales, United Kingdom¹, Nehru College of Engineering and Research Centre, India^2,3, Malabar College of Engineering and Technology, India⁴ Abstract \| Full Text \| DOI : 10.21917/ijsc.2025.0497 Page(s): 3567 - 3577

Special Issue on

Advances IN GENAI AND DEEP LEARNING (AGDL-2025)
Guest Editor: Dr. Sainarayanan Gopalakrishnan, Global Technology Director, HCLTech

PRESERVING DATABASE SCHEMA PRIVACY WHILE GENERATING SQL QUERIES USING GENERATIVE AI

Jitesh Prasad Khatick¹, Soumitra Kumar Mandal²

Maulana Abul Kalam Azad University of Technology, India¹, National Institute of Technical Teachers’ Training and Research, India²

Abstract |
Full Text | DOI : 10.21917/ijsc.2025.0508

Page(s):
3662 - 3668

GENERATIVE AI IN CREATIVE INDUSTRIES USING GANS FOR MUSIC AND ART GENERATION WITH HUMAN-AI CO-CREATION

L. Godlin Atlas¹, C. Mageshkumar², K.V. Shiny³, D. Bhavana⁴, V. Madhumitha⁵

Bharath Institute of Higher Education and Research, India^1,3,4,5, Acharya University, Uzbekistan²

Abstract |
Full Text | DOI : 10.21917/ijsc.2025.0507

Page(s):
3653 - 3661

ENSEMBLE STRATEGY TO MITIGATE ADVERSARIAL ATTACK IN FEDERATED LEARNING

R. Anusuya¹, D. Karthika Renuka², Ashok Kumar³, S.K. Prithika⁴, S. Mridula⁵, T. Subhaashini⁶, R. Tharsha⁷

PSG College of Technology, India^1,2,4,5,6,7, Thiagarajar College of Engineering, India³

Abstract |
Full Text | DOI : 10.21917/ijsc.2025.0506

Page(s):
3646 - 3652

KENDUR REGION COCONUT DISEASE CLASSIFICATION: A COMPARATIVE ANALYSIS WITH DEEP LEARNING AND TRANSFER LEARNING MODELS

P.S. Pravitha, V. Kumar

Central University of Kerala, India

Abstract |
Full Text | DOI : 10.21917/ijsc.2025.0505

Page(s):
3639 - 3645

DYNAMIC CHANNEL-ALIGNED 3D U-NET FOR EXPLAINABLE T2-WEIGHTED INFANT BRAIN MRI SYNTHESIS FROM T1-WEIGHTED MRI

Param Ahir¹, Mehul Parikh²

Gujarat Technological University, India¹, L. D. College of Engineering, India²

Abstract |
Full Text | DOI : 10.21917/ijsc.2025.0504

Page(s):
3634 - 3638

DIFFUSION MODELS FOR HIGH-QUALITY IMAGE SYNTHESIS USING BALANCING MODEL COMPLEXITY WITH TRAINING EFFICIENCY

S. Vadhana Kumari¹, Shano Maria Selvan², S. Brilly Sangeetha³, Adeline Sneha⁴

Vimal Jyothi Engineering College, India¹, University of Manchester, United Kingdom², IES College of Engineering, India³, Asia Pacific University of Technology and Innovation, Malaysia⁴

Abstract |
Full Text | DOI : 10.21917/ijsc.2025.0503

Page(s):
3625 - 3633

ADVANCED HYBRID GENERATIVE AI MODELS FOR MULTI-LAYERED DETECTION AND DEFENSE AGAINST DDOS ATTACKS

K. Muthamil Sudar

Mepco Schlenk Engineering College, India

Abstract |
Full Text | DOI : 10.21917/ijsc.2025.0502

Page(s):
3618 - 3624

EXPLORING WORD EMBEDDINGS FOR SENTIMENT ANALYSIS OF MARATHI POLITICAL TWEETS: A MACHINE LEARNING APPROACH

Swapnil P. Goje¹, Rupali H. Patil²

Dr. Vishwanath Karad MIT World Peace University, India¹, Shri Shivaji Vidya Prasarak Sanstha's Late Karmaveer Dr. P. R. Ghogrey Science College, India²

Abstract |
Full Text | DOI : 10.21917/ijsc.2025.0501

Page(s):
3608 - 3617

ETHICS AND FAIRNESS IN GENERATIVE AI USING MITIGATING BIAS IN LARGE LANGUAGE MODELS USING ADVERSARIAL TRAINING

Niby Babu¹, Varghese S Chooralil², Jucy Vareed³, K.P. Hrudya⁴

CVV Institute of Science and Technology, Chinmaya Vishwa Vidyapeeth, India¹, Rajagiri School of Engineering & Technology, India², Vidya Academy of Science and Technology, India³, Sahrdaya College of Engineering and Technology, India⁴

Abstract |
Full Text | DOI : 10.21917/ijsc.2025.0500

Page(s):
3598 - 3607

SECURE AND TRANSPARENT MODEL DEPLOYMENT USING ADDRESSING VULNERABILITIES IN INCEPTION-RESNET FOR AUTONOMOUS ROBOTICS AND MANUFACTURING

John Chembukkavu¹, P.C. Remya², M.K. Rachana³, P. Santhi⁴, P.S. Suvitha⁵

IES College of Engineering, India^1,2,3,4,5

Abstract |
Full Text | DOI : 10.21917/ijsc.2025.0499

Page(s):
3589 - 3597

REDUCING COMPUTATIONAL DEMANDS IN CAPSULE NET THROUGH KNOWLEDGE DISTILLATION AND TRANSFER LEARNING

Vince Paul¹, A. Anbu Megelin Star², A. Anto Spiritus Kingsly³, S.J. Jereesha Mary⁴

Christ College of Engineering, India¹, DMI Engineering College, India², Oasys Institute of Technology, India³, Annai Velankanni College of Engineering, India⁴

Abstract |
Full Text | DOI : 10.21917/ijsc.2025.0498

Page(s):
3578 - 3588

GENERATIVE ADVERSARIAL NETWORKS (GANs) IN MULTIMODAL AI USING BRIDGING TEXT, IMAGE, AND AUDIO DATA FOR ENHANCED MODEL PERFORMANCE

R. Arun Kumar¹, C. Lisa², V.R. Rashmi³, K. Sandhya⁴

University of South Wales, United Kingdom¹, Nehru College of Engineering and Research Centre, India^2,3, Malabar College of Engineering and Technology, India⁴

Abstract |
Full Text | DOI : 10.21917/ijsc.2025.0497

Page(s):
3567 - 3577

Past Edition ICTACT Journals

Volume 15 , Issue 3 - January 2025

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