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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

Seong-Whan Lee

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Review Open access 2026

Negative Contrastive Chain-of-Thought Distillation for Transfer Reasoning Capability to Small Language Models

Large language models (LLMs) demonstrate strong reasoning capabilities through chain-of-thought prompting. Recently, numerous studies have focused on transferring reasoning capability from LLMs to small language models (SLMs) through chain-of-thought (CoT) distillation. However, these approaches face two limitations. F...

Jae-Wook Han, Hayoung Jo, Jung-Ho Hong et al. · 0 citations
Open access Aug 2026

A Novel Adversarial Approach for EEG Dataset Refinement: Enhancing Generalization Through Proximity-to-Boundary Scoring.

A novel training framework that enhances the generalization ability of the model by reducing the influence of noisy samples during training, without additional hyperparameter optimizations is proposed, which improved the generalization ability of the model across two motor imagery datasets and one sleep stage dataset.

Sung-Jin Kim, Heejo Kong, Dae-Hyeok Lee et al. · 0 citations

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