The authors derive a sampling-free variance propagation method that approximates Monte Carlo dropout uncertainty with one forward pass.
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Sampling-free Epistemic Uncertainty Estimation Using Approximated Variance Propagation
The authors derive a sampling-free variance propagation method that approximates Monte Carlo dropout uncertainty with one forward pass.