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

Author

Wei Li

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Sep 2026

Neighbor-constrained attention for multiple instance learning in whole-slide histopathology.

Neighbor-Constrained MIL (NCMIL), a dual-path MIL framework that combines a Nyströmformer global encoder with Neighbor-Constrained Attention (NCA) and introduces three design choices aimed at spatially structured WSI evidence, achieves the best overall performance among the evaluated baselines.

Mingze Li, Wei Li · 0 citations
Open access Aug 2026

DAPR: Dynamic Distribution-Aware and Adaptive Pseudo-Label Refinement for Long-Tailed Semi-Supervised Oral Disease Classification

DAPR achieves the highest average Accuracy and Macro-F1 among the compared methods and obtains strong aggregate tail-class performance, particularly for Tooth Discoloration and Ulcers, indicating that DAPR improves aggregate class-balanced learning under the evaluated dataset, annotation ratio, and backbone configurati...

Xuesheng Bian, Zeyu Xie, Yuhan Sun et al. · 0 citations

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