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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

Guangli Zhu

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Open access 2026

SAMS-M: Explicit sentiment-guided alignment and multi-dimensional mutual supervision for multimodal sentiment analysis

This work proposes an explicit sentiment-guided alignment and multi-dimensional cross-modal mutual supervisionbased model for multimodal sentiment analysis that primarily employs a fine-grained sentiment–saliency directed alignment mechanism and introduces a tripartite strong contrastive learning strategy to mitigate d...

Shi-Shu Qi, Yulei Zhang, Siyang Zhang et al. · 0 citations
Aug 2026

CHSIM: counterfactual consistency and hierarchical modeling for semantic inconsistency in multimodal sentiment analysis

CHSIM, a unified MSA framework for robust text–image sentiment modeling that combines three complementary mechanisms: prediction-consistency regularization under stochastic latent masking, hierarchical cross-modal alignment, and global bidirectional sequence modeling, is proposed.

Siyang Zhang, Guang-Li Zhu, Qianjin Zhao et al. · 0 citations

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