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Author

Jing Liu

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2026

Spatial–Temporal Decoupled Invertible Neural Networks for Skeleton-Based Video Anomaly Detection

Skeleton-based video anomaly detection has gained significant attention in security and forensics applications due to its privacy-preserving properties that abstract human motion without capturing identifiable biometric information. However, existing methods typically process spatial pose configurations and temporal mo...

Yang Liu, Lei Zhang, Jun-Cen Guo et al. · 0 citations
#artificial intelligence Jul 2026

PFAdapter: Hierarchical LoRA Decomposition for Personalized Federated MLLMs

PFAdapter is proposed, a communication-efficient framework introducing hierarchical LoRA decomposition to explicitly separate adapter parameters into global-shared and local-private components, establishing an efficient solution for agentic AI deployment in resource-constrained communication networks.

Jing Liu, Kun Yang, Yan Wang et al. · 0 citations

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