Unverified50% confidenceBenchmarkExact time
The replay fitness of the state machine on held-out data is as high as 0.997.
1
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50%
Confidence
Long-term
Relevance
9/12/2026
First Seen
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Related Claims
UnverifiedUsing the behavioral features of each state for failure prediction, the AUROC on the held-out set reaches as high as 0.94.66% similarUnverifiedAt epoch 290, the loss rebounded (+0.002), indicating that the model may have approached the performance ceiling of its current configuration.63% similarUnverifiedWhen extracting structured data such as publication year, model accuracy is as high as 0.9760% similarUnverifiedOn dependency tasks, memory raised the success rate from a leakage-verified baseline of 0.00 to 0.55–1.00.60% similarUnverifiedIn the same reproduction experiment, ResNet-20 achieved a test accuracy of 90.4% and ResNet-56 achieved a test accuracy of 91.7%, with training accuracies of 97.4% and 99.0% respectively.59% similar
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