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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

Wanyu Lin

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Book Open access Aug 2026

Collaborative Knowledge Extraction and Integration for Graph Domain Incremental Learning

This work proposes COllabOrative Knowledge Extraction and integRation (COOKER) method for GDIL to mine inter-domain relationships and uncover the potential of domain-agnostic representations, which significantly outperforms existing baselines.

Jialu Li, Yu Wang, Wanyu Lin et al. · 0 citations
Book Open access Aug 2026

Collaborative Knowledge Extraction and Integration for Graph Domain Incremental Learning

Graph Domain Incremental Learning (GDIL) aims to acquire knowledge from a continuous stream of graph domains while mitigating catastrophic forgetting. While parameter-isolation methods leveraging graph parameter-efficient adaptation show promise, prompt-based techniques struggle to adapt to GDIL, and low-rank adaptatio...

Jialu Li, Yu Wang, Wanyu Lin et al. · 0 citations

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