Nemi Chandra R.

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

Abstract Location-based services (LBS) increasingly rely on trajectory data, creating a persistent challenge in balancing user privacy and data utility. Conventional differential privacy (DP) mechanisms often employ fixed noise distributions and global privacy budgets, limiting t...