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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

Ruining Liu

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Jul 2026

Multimodal Semantic-Probabilistic Objectness for Open World Object Detection

MSPO is proposed, a lightweight semantic calibration framework that augments PROB with task-aware known-category language priors while preserving its detector architecture and incremental learning protocol and demonstrates that known-category language semantics provide an effective calibration signal for probabilistic...

Wei-Jun Tian, Ruining Liu · 0 citations

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