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Preprint Oct 2026

Risk-aware Road-network Trajectory Synthesis under Local Differential Privacy

Road-network trajectory synthesis under local differential privacy (LDP) enables mobility data analysis without uploading raw trajectories to an untrusted server. Existing locally private trajectory synthesis methods mainly model whole trajectories, point sequences, or grid-level mobility patterns. However, they cannot...

Hong-Zhen Xiang, Chen-Xu Wang, Yumeng Song et al. · 0 citations
2026

Adaptive Detection of Unknown Threats in Smart Contracts via Multimodal Self-Learning

Existing AI-assisted smart contract vulnerability detection methods train detection models with known vulnerability samples. These models predominantly emphasize unilateral feature representations of smart contracts, which impedes their ability to capture vulnerabilities comprehensively and undermines their generalizat...

Li Duan, Wei-Wei Ye, Haoyu Ma et al. · 1 citation

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