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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Bing-Qing Zhang

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Preprint Sep 2026

Matching in Context: Temporal Fusion and Query Adaptation for Training-Free Video Temporal Grounding

Text-guided Video Temporal Grounding (VTG) localizes moments in an untrimmed video that correspond to a text query. Supervised approaches require costly temporal annotations and task-specific training, yet can generalize poorly under distribution shift. To reduce this dependence on task-specific supervision, training-f...

Zhuo Cao, Bing-Qing Zhang, Sen Wang et al. · 0 citations
Preprint Sep 2026

DSE-VTG: Dual-Side Enhancement for Training-Free Video Temporal Grounding

DSE-VTG is proposed, a \underline{D}ual-\underline{S}ide \underline{E}nhancement framework that addresses both temporal dynamics and task-specific training without any task-specific training, and achieves state-of-the-art performance among training-free methods.

Zhuo Cao, Bing-Qing Zhang, Sen Wang et al. · 0 citations

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