Author

M. A.

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Open access Aug 2026

A learned adaptive hybrid elliptical cloaking framework for location, trajectory, and mobility-pattern privacy in location-based services

Ensuring robust privacy for locations, trajectories, and mobility patterns in Location-Based Services remains a critical challenge, as existing anonymization techniques often fail to protect these three dimensions simultaneously and typically neglect Point of Interest (POI) awareness and population-density adaptation...

M. A., Nemi Chandra R. · Scientific Reports · 0 citations

#graph neural networks Open access Aug 2026

Quantum-inspired scenario-adaptive differential privacy with hybrid attention–residual deep learning for utility-aware urban location analytics

A Quantum-Inspired Scenario-Adaptive Differential Privacy framework that combines k-nearest-neighbor (kNN)-based adaptive privacy budgeting with structured quantum-inspired noise generation and a Hybrid Attention–Residual Deep Neural Network for mechanism selection demonstrates that structured quantum-inspired perturba...

M. A., Nemi Chandra R. · Discover Artificial Intellig... · 0 citations