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Biplab Sikdar

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Book Open access Oct 2026

Post-Quantum Safe Isogeny-Based Authenticated Key Establishment Protocol for Drones-Assisted 5G-Enabled Smart City Environments

Internet of Drones (IoD) is increasingly used in smart cities for surveillance, traffic monitoring, and emergency response. However, the open wireless environment and the rise of quantum computing pose serious threats to existing drone authentication schemes. This work introduces a lightweight Commutative Supersingular...

Debnath Ghosh, Basudeb Bera, Ashok Kumar Das et al. · 0 citations
#machine learning Preprint Sep 2026

Synthesis Without Training: An Inference-Only Pipeline for Tabular, Temporal, and Relational Synthetic Data

Synthetic data generation is dominated by the fit-then-sample paradigm: a generative model is trained on a private dataset and then sampled from. Despite its widespread adoption, this paradigm faces three challenges: (1) a new training run is required for every dataset; (2) different data modalities, such as single tab...

Zi-Long Zhao, Abdul Raheem, Jia-Yu Li et al. · 0 citations
Open access 2026

Agentic AI-Powered Sensors-Based Privacy-Preserving Postquantum Secure Authentication for IoT-Enabled Medical Cyber-Physical Environment

The integration of postquantum security with agentic reasoning and verification provides a practical foundation for next-generation intelligent healthcare systems supporting remote patient monitoring and clinical decision support.

Snehal Jain, Abhishek Kumar Pandey, Ashok Kumar Das et al. · 0 citations
#generative ai Oct 2026

Generation and Evaluation of Privacy-Preserving Tabular Synthetic Data Using Self-Attention Generative Adversarial Networks

The rapid advancements in Artificial Intelligence (AI) and Machine Learning (ML) have led to the generation of synthetic data using Generative Adversarial Networks (GANs). The generation of high-fidelity synthetic data has become increasingly important in various fields, including healthcare, finance, and social scienc...

Qaiser Razi, Amit Chougule, G. Chalapathi et al. · 0 citations
Jul 2026

Blockchain-Enabled Hybrid Quantum-Safe Attribute-Based Access Control Scheme with Attribute Revocation Strategy for Smart Healthcare System

This paper presents a hybrid quantum-safe ABAC framework that integrates fine-grained attribute-based access control with quantum-safe communication techniques and blockchain-assisted attribute management in order to enable secure, efficient, and scalable data sharing in smart healthcare systems.

Debnath Ghosh, Ashok Kumar Das, Sunil Prajapat et al. · 0 citations

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