Towards a knowledge-enhanced single-cell foundation model
Single-cell foundation models (scFMs) increasingly rely on large-scale transcriptomic pretraining, yet expanding pretraining data can yield diminishing gains while substantially increasing computational cost. Our data scaling analyses showed that incorporating biological knowledge, including cell-level text annotation...
Han-Qing Zhang, Jie Bao, Mei Ma et al.
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