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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

Yu Liu

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Book Open access Nov 2026

ELASTIC-V: Reconstructing Spatiotemporal Fidelity via Saliency Compression and Elastic Encoding

While Multimodal Large Language Models (MLLMs) excel in short video understanding, extending them to long videos remains challenging due to memory bottlenecks and temporal hallucinations. Existing uniform sampling and discrete pruning methods often disrupt temporal boundaries and distort physical time scales. To addres...

Tian-Le Liu, Guo-Long Wang, Yu Liu · 0 citations
Preprint Aug 2026

EgoHieraLoc: A Cortically Inspired Hierarchical Segmentation-Guided Framework for Egocentric Visual Query Localization

Visual query localization (VQL) aims to retrieve and re-localize a queried object in egocentric videos, yet remains challenging when object boundaries are ambiguous and global context cannot effectively guide fine-grained localization. Human vision handles such ambiguity through a hierarchical process: it rapidly scree...

Yifei Cao, Guolong Wang, Mingliang Hou et al. · 0 citations
Sep 2026

Enhancing target identification and query discrimination for visual grounding

FSG-AID is presented, which integrates fine-grained semantic guidance with an attribute-aware iterative decoder and jointly exploits visual and language features to mine attribute semantics, initialize the target query, and iteratively refine the target representation.

Xiya Bu, Yu Liu, Jizhe Yu et al. · 0 citations

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