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Author

Xiang-Yu Wang

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Conference Aug 2026

Decision-Boundary-Aware Adversarial Distillation for Remote Sensing Scene Classification

Knowledge distillation (KD) has become a useful solution for deploying lightweight models in remote sensing scene classification. However, existing KD methods mainly focus on transferring static class-level knowledge while overlooking the decision transition behavior between confusing categories, which limits the stude...

Xu Guo, Lyuzhou Chen, Xiang-Yu Wang et al. · 0 citations
2025

Pattern-Guided Adaptive Prior for Structure Learning

This paper provides a theoretical analysis of the impact of deviation in edge weights during the optimization process of structure learning and proposes the PGAP framework, which detects two special graph patterns that arise due to the deviation and shows that their occurrence increases as the degree of deviation grows...

Lyuzhou Chen, Yijia Sun, Yan-Ze Gao et al. · 0 citations

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