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stat.AP2023
Improving Accuracy in Cell-Perturbation Experiments by Leveraging Auxiliary Information
Jackson Loper, Noam Solomon, Jeffrey Regier
Modern cell-perturbation experiments expose cells to panels of hundreds of stimuli, such as cytokines or CRISPR guides that perform gene knockouts. These experiments are designed t…
stat.ME2023
Variational Inference with Coverage Guarantees in Simulation-Based Inference
Yash Patel, Declan McNamara, Jackson Loper +2
Amortized variational inference is an often employed framework in simulation-based inference that produces a posterior approximation that can be rapidly computed given any new obse…