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

Author

Subo Zhao

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Jul 2026

From clustering to classification: mining code schemas for accurate identification of student solution strategies

SchemaNet is introduced, a high-accuracy supervised model that detects student solution strategies via multi-view features, especially code schemas extracted at sub-problem granularity by the proposed SchemaMiner framework, and validated on a newly constructed, manually annotated dataset of 1,612 Python solutions.

Ying Jiang, Qing Zhou, Da-Yu Wu et al. · 0 citations
Open access Jul 2026

MMP-Informer: an informer-based traffic flow prediction model by leveraging the previous cycle's max-min peaks

The proposed Multi-road Multi-Peak-aware Informer eliminates the high cost of single-road separate training, breaks through the cross-road transferability bottleneck of traditional models, maintains stable accuracy in both short-term and long-term prediction, and has high practical engineering value for large-scale dep...

Fei Meng, Subo Zhao, Qing Zhou · 0 citations

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