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

Author

Shang-Qi Gao

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2 papers indexed here

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Aug 2026

InDeed: Interpretable Image Deep Decomposition With Grounded Generalizability

Image decomposition aims to analyze an image into elementary components, which is essential for numerous downstream tasks and also by nature provides certain interpretability to the analysis. Deep learning can be powerful for such tasks, but surprisingly their combination with a focus on interpretability and generaliza...

Si-Han Wang, Shang-Qi Gao, Fuping Wu et al. · 0 citations
Sep 2026

Adaptive concept rule learning for interpretable and generalizable medical image classification.

The pursuit of decision safety in clinical applications calls for medical image classification models that are not only accurate but also transparent enough for clinicians to audit the visual evidence and decision logic behind each diagnosis. Existing concept-based models ground predictions in human-interpretable conce...

Yi-Bo Gao, Hang-Qi Zhou, Zhe-Yao Gao et al. · 0 citations

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