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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

Menghui Zhu

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Book Open access Apr 2026

Modular Representation Compression: Adapting LLM Representations for Efficient and Effective Recommendation

Modular Representation Compression (MARC) is proposed to explicitly control the modularity of LLMs, and identifies a counterintuitive phenomenon during representation compression: Mid-layer Representation Advantage (MRA), where representations from middle layers of LLMs outperform those from final layers in recommendation tasks.

Yunjia Xi, Menghui Zhu, Jianghao Lin et al. · 0 citations

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