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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

Sen-Yu Hou

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Conference Open access Sep 2026

Meta-Cognitive Resonance Label Correction for Instance-Dependent Noise

The Meta-Cognitive Resonance Label Correction (MecReC) framework introduces a novel meta-cognitive resonance mechanism that aggregates multiple complementary signals to comprehensively assess label reliability, and guarantees a tighter error bound for label purification.

Gao-Xia Jiang, Jie Su, Sen-Yu Hou et al. · 0 citations
Aug 2026

Certainty-Aware Partition and Sufficient Utilization of Noisy Samples

CAPSUN is proposed, a robust framework that improves the precision of clean sample selection and mitigates distribution bias through alignment among subsets, and designs a distribution alignment module to adjust the class distribution contrast of labeled and unlabeled subsets to mitigate class distribution discrepancie...

Jia Zhang, Gao-Xia Jiang, Sen-Yu Hou et al. · 0 citations

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