Collected sources and patterns will appear here. Add from search, explore, or the patterns library.
PretrainedMicrographEncoder + LowShotLabels -> TaskSpecificClassifier
Freeze foundation MoE layers and insert lightweight adapter modules to align learned features with low-shot downstream task annotations.
Problem it solves
Niche microscopy tasks have tiny, fragmented datasets unsuitable for full model fine-tuning.
Consumes
Emits
The real projects this mechanism was found in. Attribution is the point — this is how the best teams actually do it.