The goal of ASAP framework:
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Cell topic annotation should be reasonably fast enough to be integrated with a typical analysis pipeline.
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The whole algorithm should be accessible to users with modest computing resources (e.g., low memory footprint).
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Batch adjustment and follow-up analysis should render intuitive (causal) interpretations.