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

Author

Chen Ding

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2026

Prompt-Guided Cross-Network Distillation for Open-Set Cross-Domain Few-Shot Hyperspectral Image Classification

Compared with cross-domain few-shot learning (CDFSL), open-set CDFSL (OS-CDFSL) is more challenging because it must accurately classify known classes across domains while reliably rejecting unknown samples. Under this setting, domain shift causes inconsistent spectral distributions for samples from the same class and c...

Chen Ding, Si-Rui Zheng, Yi-Zhou Dong et al. · 0 citations
Open access Sep 2026

Unsupervised Representation Learning with Adaptive Multi-Order Structural Graph Fusion

High-dimensional unlabeled data often contain complex latent structures that are easily obscured by redundant features, noise, and unreliable neighborhood relationships. Although graph-based learning provides an effective means of preserving sample relationships, most existing methods mainly rely on first-order neighbo...

Can-Yu Zhang, Yun-Jing Zhang, Jia-Wen Sun et al. · 0 citations

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