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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Jie Su

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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
Preprint Aug 2026

CockpitHAT: Dependency-Graph-Driven Hierarchical Attribution for Embodied Multi-Agent Cockpits

CockpitHAT is introduced, a hierarchical attribution framework that replaces positional windows with dependency-distance thresholds from interaction DAGs, integrates multi-channel evidence via an embodied adapter, and applies a safety-uplift to high-risk failures during confidence-weighted analyst consensus.

Wei Wang, Shuanghe Liu, Zhu Zhuo et al. · 0 citations

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