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

Author

Li-Zhen Wu

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2 papers indexed here

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Conference Aug 2026

AdaCal-GNN: Adaptive Confidence Calibration for Graph Neural Networks

Graph Neural Networks (GNNs) often produce poorly calibrated predictions, where the predicted probabilities do not accurately reflect the true likelihood of correctness. Recent studies indicate that miscalibration in GNNs exhibits a heterogeneous pattern: while neighborhood aggregation induces an overall underconfidenc...

Ji-Wei Li, Hao Yang, Li-Zhen Wu et al. · 0 citations
Conference Aug 2026

DAE-Net: Diagnosis-Driven Adaptive Enhancement for Underwater Visual Big Data

Marine engineering, ecological monitoring, and offshore industry now produce terabyte-scale streams of underwater imagery whose visual quality is degraded by three physically distinct mechanisms: wavelength-selective absorption (colour cast), low ambient irradiance (low light), and forward / backward scattering of susp...

Tian-Jian Zhou, Yi-Shan Li, Jie Jiang et al. · 0 citations

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