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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Ya-Jie Wang

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2026

GeoPrivd: Geospatial Privacy-Preserving Urban Traffic Video Analytics Queries With Trajectory-Level Sensitivity Control

Urban-scale video analytics systems hold significant promise for traffic monitoring, pedestrian flow estimation and public safety. However, the acquisition and processing of spatio-temporal data extracted from traffic videos pose significant challenges to individual privacy. Existing approaches often rely on trusted tr...

Wenyu Xu, Song Yang, Fan Li et al. · 0 citations
Open access 2026

Fed-CBE: Client-Side Backdoor Elimination in Federated Learning via Persistent Parameter Disruption

Fed-CBE is proposed, a novel client-side defense algorithm that eliminates backdoors through three synergistic mechanisms: periodic alternating layer resetting disrupts deep parameters to dismantle cross-round backdoor accumulation, and indiscriminate forgetting employs entropy maximization on non-ground-truth classes...

Chun-Hai Li, Yun-Hui Shen, Ming Xie et al. · 0 citations

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