Subsampling in SGLD does not asymptotically reduce the total computation needed for accurate posterior sampling in typical exponential-family models.
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No Free Lunch for Stochastic Gradient Langevin Dynamics
Subsampling in SGLD does not asymptotically reduce the total computation needed for accurate posterior sampling in typical exponential-family models.