Neha Yadav, an Assistant Professor at G. L. Bajaj Institute of Technology and Management, Greater Noida, India, is currently pursuing her Ph.D. at Jaypee Institute of Information Technology (JIIT). She earned her M.Tech. in Computer Science and Engineering from Jaypee Institute of Information Technology (JIIT), Noida, and her B.Tech in Computer Science from Bundelkhand University, Jhansi. Proficient in machine learning, python, retrieval-augmented generation, knowledge graph-based systems, and artificial intelligence. Her research focuses on knowledge graphs and large language models.
She has also actively participated in numerous international conferences and faculty development programs, reflecting her ongoing commitment to professional growth and educational excellence. Neha has played key academic and administrative roles, including event coordination, student mentoring, and curriculum development. Her recent achievements include receiving the prestigious Arjun Award for exception
Beyond Coding: High-Level Reasoning, System Design, and Quality Gatekeeping in an AI-Driven Development Landscape Neha Yadav, Mayank Singh, Vipin Tyagi AI Impacts on Deskilling and Reskilling Software Engineers, 2026 As AI is automating traditional programming, the role of humans in software development is moving to higher-level cognitive and evaluative skills. This chapter outlines how systems and architecture design and the coordination of AI-generated code are developing into critical competencies for software developers in an era of AI-aided development. This chapter further describes how oversight, verification and evaluation will become increasingly important as engineers begin to assume the role of “quality gatekeepers,” ensuring the accuracy, safety, trustworthiness and sustainability of computer systems. By examining the capabilities that are expected to increase in importance as the automation of computer systems continues to expand, this chapter presents a plan for the reskilling of engineers, development teams and academic programs within a strategic context.
Text-Based Generative AI Techniques Neha Yadav, Dhanalekshmi Gopinathan, Alka Singhal Generative Artificial Intelligence Technology and Applications, 2025 This chapter explores the diverse implications of text-based Generative artificial intelligence (AI) techniques and applications across conglomerate domains. It investigates how these advanced technologies are remodelling the creative processes, educational methodologies, social media interactions, the fight against misinformation, and environmental planning. This chapter starts with examining the role of AI in enhancing creative writing and generation of code through intelligent assistants and chatbots. After the explanation, it explores how Generative AI is transforming social media landscape with conglomerate capabilities and automated content creation. Personalized learning materials and automated assessments in the educational sectors of AI adoption are also discussed. This chapter further delves deeper into the critical applications of Generative AI in assessment of environmental impact, with a focus on renewable energy planning and climate change scenario. The role of detecting and potentially generating fraudulent information in AI is examined by highlighting the safeguards and ethical challenges. Throughout the chapter, the transformational potential of AI based on text is balanced against potential societal impacts and ethical considerations. By providing an all-inclusive overview of future directions and current applications, this chapter attempts to give readers a sophisticated understanding of the potential and difficulties presented by these new technologies.
Security Analysis: Attacks and Countermeasures in Watermarking Systems Neha Yadav, Mayank Singh, Vipin Tyagi Digital Watermarking in Cloud Environments for Copyright Protection, 2025 In the rapidly evolving digital media landscape, watermarking technology has become a crucial component of comprehensive content protection strategies. Despite its potential, the security of watermarking systems remains a primary concern, primarily due to the increasing sophistication of attack methods designed to damage, erase, or manipulate a watermark detector. This chapter explores the security challenges associated with watermarking and the countermeasures available. For each potential attack, it discusses the impact, detection difficulty, and possible damage. Additionally, the chapter outlines defensive architectures and algorithms, including robust embedding techniques, adversarial training in watermarking systems, tampering localisation, and cryptographic reinforcement. It is illustrated with case studies, simulation research and results, diagrams, and a benchmarking framework to help readers understand how to design, evaluate, and secure watermarking against modern threats.
AI and ML Approaches in Adaptive Watermarking Neha Yadav, Mayank Singh, Vipin Tyagi Digital Watermarking in Cloud Environments for Copyright Protection, 2025 Digital watermarking is a crucial method for addressing the threats of data piracy and illegal content distribution in cloud environments and copyright protection systems. This chapter looks at Artificial Intelligence (AI) and Machine Learning (ML) methods of adaptive watermarking, and we will pay close attention to how intelligent systems can make such watermarking solutions more robust, imperceptible, and payload-dense. In addition, this chapter will review the various neural network architectures, deep learning frameworks, reinforcement learning approaches, and hybrid AI system structures that can be utilised in watermarking applications, particularly in cloud computing settings. We will conduct a review of current state-of-the-art AI/ML methods and models for embedding and detecting watermarks. This review will provide a taxonomy of methods, compare these methods, and present case studies and experimental setups.
AI-Generated Hate Speech Detection Neha Yadav, Mayank Singh, Vipin Tyagi Detecting Hate Speech in Human and AI Generated Content Techniques Bias Mitigation and Ethical Considerations, 2025
LARAVEL: A PHP Framework for E-Commerce Website Neha Yadav, Dharmveer Singh Rajpoot, Shri Krishna Dhakad Proceedings of the IEEE International Conference Image Information Processing, 2019
RECENT SCHOLAR PUBLICATIONS
Semantic Search and Retrieval-Augmented Generation for Academic Literature Analysis Using ColBERT. N Yadav, D Gopinathan Advances in Data Science & Adaptive Analysis 18 (1/2), 1 , 2026 2026 Citations: 1
Integrating IoT+ Fog+ Cloud Infrastructures: System Modeling and Research Challenges C Ahlawat, S Tufchi, P Chandani, N Yadav, N Kumar Integrating Cloud, Fog, and Edge Computing in Healthcare: Federated Learning … , 2026 2026
Revolutionizing Healthcare Data Management in Fog Environments with Machine Learning S Tufchi, C Ahlawat, P Chandani, N Yadav, N Kumar Integrating Cloud, Fog, and Edge Computing in Healthcare: Federated Learning … , 2026 2026
Beyond Coding: High-Level Reasoning, System Design, and Quality Gatekeeping in an AI-Driven Development Landscape N Yadav, M Singh, V Tyagi AI Impacts on Deskilling and Reskilling Software Engineers, 121-152 , 2026 2026
Innovative Image Recognition for Multi-Disease Detection with Algorithmic Precision RK Saini, H Saini, N Yadav SN Computer Science 7 (1), 75 , 2026 2026 Citations: 1
AI-Generated Hate Speech Detection N Yadav, M Singh, V Tyagi Detecting Hate Speech in Human and AI-Generated Content: Techniques, Bias … , 2026 2026
Security Analysis: Attacks and Countermeasures in Watermarking Systems N Yadav, M Singh, V Tyagi Digital Watermarking in Cloud Environments For Copyright Protection, 141-174 , 2026 2026 Citations: 1
AI and ML Approaches in Adaptive Watermarking N Yadav, M Singh, V Tyagi Digital Watermarking in Cloud Environments For Copyright Protection, 107-140 , 2026 2026 Citations: 1
Reinforcement Learning-Based Fog Resource Allocation for Dynamic Task Execution in Fog Environment C Ahlawat, S Tufchi, AK Agrahari, N Yadav 2025 Modern Electronics Devices and Intelligent Communication Systems … , 2025 2025
VRD: Visual Research Discovery—A Hybrid Framework Integrating Semantic Search and Interactive Visualization N Yadav, D Gopinathan SN Computer Science 6 (8), 958 , 2025 2025
A Scalable Structure for Expert Module-Based Domain-Specific Adaptation of Large Language Models AK Rajpoot, G Agrawal, D Dani, J Singh, N Yadav International Conference on Advances in Computing and Data Sciences, 93-102 , 2025 2025
Performance and Productivity Trade-Offs in Modern PHP Frameworks: A Laravel Versus Symfony Analysis N Yadav, M Singh, C Ahlawat, G Dhuriya, A Saini International Conference on Advances in Computing and Data Sciences, 21-34 , 2025 2025
RAGforCDPR: A RAG Framework for Cross-Domain Paper Recommendations N Yadav, D Gopinathan 2025 Seventeenth International Conference on Contemporary Computing (IC3), 1-6 , 2025 2025
Retrieval Augmented Generation Model for Paper Recommendation System N Yadav, D Gopinathan SN Computer Science 6 (6), 579 , 2025 2025 Citations: 1
Chronic Kidney Disease: Data Clustering and Prediction Using Various Machine Learning Algorithms G Dhuriya, A Saini, P Johri, N Yadav 2025 3rd International Conference on Disruptive Technologies (ICDT), 1169-1173 , 2025 2025 Citations: 3
AI-Driven Autonomous Accident Prevention and Alertness System AK Singh, P Singh, N Yadav, HK Sharma Proceedings of the International Conference on Innovative Computing … , 2024 2024
SYSTEM FOR AUTOMATED BUS SCHEDULING AND ROUTE MANAGEMENT G SHARMA, N KUMAR, ATTIUTTAMA, N YADAV IN Patent 44/2,024 , 2024 2024
Optimization of Classifiers Performance for Node Embedding on Graph Based Data N Yadav, D Gopinathan 2024
Dynamic Bidirectional Translation for Sign Language by Using Machine Learning-Infused Approach with Integrated Computer Vision S Jain, S Diwakar, N Yadav 2024 2nd International Conference on Disruptive Technologies (ICDT) , 2024 2024 Citations: 1
Graph Based Analytics and Review of Knowledge Graph Field by Using Two Decade Data-Finding Paradigms and Opportunities N Yadav, D Gopinathan Transdisciplinary Research and Education Center for Green Technologies … , 2024 2024 Citations: 2
MOST CITED SCHOLAR PUBLICATIONS
LARAVEL: a PHP framework for e-commerce website N Yadav, DS Rajpoot, SK Dhakad 2019 Fifth International Conference on Image Information Processing (ICIIP … , 2020 2020 Citations: 77
Optimization of watermarking in image by using particle swarm optimization algorithm N Yadav, D Rajpoot, SK Dhakad 2020 6th International Conference on Signal Processing and Communication … , 2020 2020 Citations: 13
Chronic Kidney Disease: Data Clustering and Prediction Using Various Machine Learning Algorithms G Dhuriya, A Saini, P Johri, N Yadav 2025 3rd International Conference on Disruptive Technologies (ICDT), 1169-1173 , 2025 2025 Citations: 3
Node Embedding Approach For Topic Search From Academic Papers N Yadav, D Gopinathan 2022 8th International Conference on Signal Processing and Communication … , 2023 2023 Citations: 3
Graph Based Analytics and Review of Knowledge Graph Field by Using Two Decade Data-Finding Paradigms and Opportunities N Yadav, D Gopinathan Transdisciplinary Research and Education Center for Green Technologies … , 2024 2024 Citations: 2
Semantic Search and Retrieval-Augmented Generation for Academic Literature Analysis Using ColBERT. N Yadav, D Gopinathan Advances in Data Science & Adaptive Analysis 18 (1/2), 1 , 2026 2026 Citations: 1
Innovative Image Recognition for Multi-Disease Detection with Algorithmic Precision RK Saini, H Saini, N Yadav SN Computer Science 7 (1), 75 , 2026 2026 Citations: 1
Security Analysis: Attacks and Countermeasures in Watermarking Systems N Yadav, M Singh, V Tyagi Digital Watermarking in Cloud Environments For Copyright Protection, 141-174 , 2026 2026 Citations: 1
AI and ML Approaches in Adaptive Watermarking N Yadav, M Singh, V Tyagi Digital Watermarking in Cloud Environments For Copyright Protection, 107-140 , 2026 2026 Citations: 1
Retrieval Augmented Generation Model for Paper Recommendation System N Yadav, D Gopinathan SN Computer Science 6 (6), 579 , 2025 2025 Citations: 1
Dynamic Bidirectional Translation for Sign Language by Using Machine Learning-Infused Approach with Integrated Computer Vision S Jain, S Diwakar, N Yadav 2024 2nd International Conference on Disruptive Technologies (ICDT) , 2024 2024 Citations: 1
Semantic Exploring and Analysis on Visualization of Research Articles Based on Knowledge Graphs N Yadav, D Gopinathan 2023 Second International Conference on Informatics (ICI), 1-6 , 2024 2024 Citations: 1
Integrating IoT+ Fog+ Cloud Infrastructures: System Modeling and Research Challenges C Ahlawat, S Tufchi, P Chandani, N Yadav, N Kumar Integrating Cloud, Fog, and Edge Computing in Healthcare: Federated Learning … , 2026 2026
Revolutionizing Healthcare Data Management in Fog Environments with Machine Learning S Tufchi, C Ahlawat, P Chandani, N Yadav, N Kumar Integrating Cloud, Fog, and Edge Computing in Healthcare: Federated Learning … , 2026 2026
Beyond Coding: High-Level Reasoning, System Design, and Quality Gatekeeping in an AI-Driven Development Landscape N Yadav, M Singh, V Tyagi AI Impacts on Deskilling and Reskilling Software Engineers, 121-152 , 2026 2026
AI-Generated Hate Speech Detection N Yadav, M Singh, V Tyagi Detecting Hate Speech in Human and AI-Generated Content: Techniques, Bias … , 2026 2026
Reinforcement Learning-Based Fog Resource Allocation for Dynamic Task Execution in Fog Environment C Ahlawat, S Tufchi, AK Agrahari, N Yadav 2025 Modern Electronics Devices and Intelligent Communication Systems … , 2025 2025
VRD: Visual Research Discovery—A Hybrid Framework Integrating Semantic Search and Interactive Visualization N Yadav, D Gopinathan SN Computer Science 6 (8), 958 , 2025 2025
A Scalable Structure for Expert Module-Based Domain-Specific Adaptation of Large Language Models AK Rajpoot, G Agrawal, D Dani, J Singh, N Yadav International Conference on Advances in Computing and Data Sciences, 93-102 , 2025 2025
Performance and Productivity Trade-Offs in Modern PHP Frameworks: A Laravel Versus Symfony Analysis N Yadav, M Singh, C Ahlawat, G Dhuriya, A Saini International Conference on Advances in Computing and Data Sciences, 21-34 , 2025 2025
