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sequential-experimental-design

topic1 events
papersSEP 12 04:00 UTC

arXiv Paper Proposes Amortized Adaptive Design for CRISPR Screen Hit Discovery

A new arXiv preprint describes a "biology-in-the-loop" framework that chooses which perturbations to test next when experimental budgets are limited. The approach amortizes the cost of adaptive decision-making so that sequential selection can be applied efficiently to CRISPR screens. The authors frame the problem as sequential experimental design for biological discovery under constrained resources.

research/crispr/active-learning/biotech