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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

Kisung Lee

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Preprint Oct 2026

CoPE-CGL: Community-aware Prototype Extraction for Replay-Free Continual Graph Learning

Continual graph learning (CGL) maintains models as graphs evolve without retraining from scratch, while mitigating catastrophic forgetting. Existing methods typically target either transductive or inductive settings and often store past subgraphs or require task identifiers at inference. We propose Community-aware Prot...

Bo-Young Lim, Seokhwan Kim, Kisung Lee et al. · 0 citations
#small language model Book Open access Nov 2026

FAIR-PIVOT: Fairness-oriented Perspective-Inversion via Viewpoint-balanced Outline-then-generaTion for Mitigating Political Bias in Web Corpora

Fairness-oriented Perspective-Inversion via Viewpoint-balanced Outline-then-generaTion (simply, FAIR-PIVOT), a retrieval-augmented generation (RAG)-based two-level-agent framework that builds balanced perspective-inverted synthetic data for politically sensitive topics is proposed.

Haneul Kim, Jaebeom You, Jaewon Lee et al. · 0 citations
#small language model Book Open access Nov 2026

FAIR-PIVOT: Fairness-oriented Perspective-Inversion via Viewpoint-balanced Outline-then-generaTion for Mitigating Political Bias in Web Corpora

Fairness-oriented Perspective-Inversion via Viewpoint-balanced Outline-then-generaTion (simply, FAIR-PIVOT), a retrieval-augmented generation (RAG)-based two-level-agent framework that builds balanced perspective-inverted synthetic data for politically sensitive topics is proposed.

Haneul Kim, Jaebeom You, Jaewon Lee et al. · 0 citations

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