Zhang, Y. and Huang, P. 2026. SHIT: A Negative Adaptive Attention Model in Few Shot LearningCapability named APA. Silence. 1, 1 (Feb. 2026), 3–12. DOI:https://doi.org/10.5281/zenodo.18666933.