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Author

Xin-Yang Wang

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Open access Sep 2026

An improved Inception Transformer with Bi-Level Routing Attention and multi-scale feature collaborative enhancement for Chinese ancient architecture image classification

Chinese ancient architecture embodies China’s cultural heritage but remains challenging to classify because of spatially dispersed key components, high inter-class similarity, and multi-scale visual characteristics. To address these challenges, we propose BDM-ViT, an improved Vision Transformer model based on the Inc...

Xin-Yang Wang, Yong-Sheng Zhang, Yu-Xun Peng et al. · 0 citations
Open access Aug 2026

Causal Benefit-Aware Recommendation for Personalized Learning-Path Features: A Targeting-Policy Framework with Provable Guarantees and Randomized Evaluation

This work formalizes feature recommendation as a causal targeting-policy problem: rank students by the estimated conditional average treatment effect (CATE) of a feature and recommend to the top of the ranking, proving causal top-CATE targeting maximizes policy value at any budget and weakly dominates predictive (outco...

Yan-Fen Huang, Lin Wang, Wei-Hua Bai et al. · 0 citations

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