Author

Yinqian Sun

2 papers indexed here

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Open access Aug 2026

Frequency-filtered attention for cross-species fMRI time series prediction under small-sample learning

A general fMRI sequence prediction model, the Frequency-Filtered Attention Transformer (FFAformer), which models low-frequency variations in the frequency domain to capture long-range dependencies and incorporates FC consistency constraints to preserve brain network structure.

Chengcheng Du, Fei-Fei Zhao, Yin-Qian Sun et al. · iScience · 0 citations

Preprint Aug 2026

MediSkill-Evo: Process-Constrained Self-Evolution for Evidence-Grounded Clinical Interaction

MediSkill-Evo is introduced, which self-evolves governed process knowledge without fine-tuning the backbone, and updates clinical, process, symbolic, and visual knowledge in four typed banks under type-specific validation and scope rules.

Ruoyu Wu, Shen-Fu Xie, Yin-Qian Sun et al. · 0 citations