IASR is proposed, an Instance-Aligned Semantic Reconstruction framework for IMVC that formulates missing-view recovery as a cross-view token alignment generator, and introduces a stable–active dual-encoder representation architecture with a generative-adaptive contrastive learning strategy that tightly couples view com...
Wei-Qing Yan, Yong-Teng Du, Peng Song et al.· Proceedings of the Thirty-Fi...· 0 citations
A two-stage framework, termed hybrid conditional diffusion with implicit repair for IMVC (HCDIR-IMVC), which simplifies the integration of diffusion models while improving the consistency and robustness of the recovered features and incorporates contrastive learning into the diffusion framework.
Wei-Qing Yan, Kang-Long Liu, Chang Tang et al.· IEEE Transactions on Neural...· 0 citations
A Spot-Adaptive Structural Rectification method that projects gene expression profiles onto a unit hypersphere to maximize angular distances, effectively separating spots falsely clustered by high total counts and surpasses state-of-the-art methods in spatial clustering.
Huan-Jia Zhao, Shang-Hui Deng, Shunfanyi Li et al.· Proceedings of the Thirty-Fi...· 0 citations
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