Unverified50% confidenceFactExact time
The researchers prove that, under interpretable conditions, the method based on ranked score vectors asymptotically recovers the same miscoverage rate report as the input-space estimate.
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10/14/2026
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UnverifiedThe paper finds that whether using a full sampler or an early-stopped sampler, error bounds of the same order can be achieved (consistent up to logarithmic factors).77% similarUnverifiedSimulation studies can artificially control the magnitude of measurement error under known ground truth and observe how the estimated relationship progressively linearizes as error increases.74% similarUnverifiedThe score-based weighting scheme consistently produces more accurate miscoverage rate estimates than embedding-based weighting.72% similarUnverifiedThe researchers position this work as a statistical account of when memory decisions can be learned and certified without recovering source reliability, rather than as a memory algorithm that outperforms all others in every scenario.71% similarUnverifiedUsing the median rather than the mean is to avoid disturbance of the metric by long-tail samples and to better reflect the handling experience of typical issues.71% similar
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