Unverified50% confidenceBenchmarkExact time
A compact fusion model using the same five evidence streams and frozen encoders achieved only 0.7652 AUROC under matched inputs, while PRISM reached 0.9092 under the same settings.
1
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50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
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UnverifiedIn a fair comparison using only the baseline window input, PRISM's AUROC was 0.8895, broadly on par with UniPACT's 0.8937 and MDS-ED's 0.8889.66% similarUnverifiedBlurPool can improve ResNet-50's shift consistency from approximately 89% to approximately 95%, while also yielding a small improvement in classification accuracy of about 0.5%.65% similarUnverifiedpr-witness improved precision from 0.67 in the first version to 0.80 and then to 0.89 through the crossrun mechanism, while achieving zero false negatives.62% similarUnverifiedDistillation training used 600 prompts (500 training / 100 validation), achieving a representation cosine similarity of 0.9959, a semantic correction cosine similarity of 0.9836, and a mixed-condition cosine similarity of 0.999958 relative to the teacher bridge at alpha=0.10.61% similarUnverifiedOn the external MC-MED cohort, the directly transferred source-only PRISM achieved only 0.7841 AUROC, falling below the locally trained gradient boosting model's 0.8227.60% similar
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