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Test-time routing on 10-cell Steerable-Hard (evaluation set)

46.8Rescue RateProblemOracle
15.0823.31531.5539.785Jun 3, 2026

Evaluation results

MethodLinks
ProblemOracleRouting info=per problem-unit arg max over operators (not deployable), Needs labels=yes, Compute (x retry)=66.52026.0646.80.304
DiagnosticOracleRouting info=runs every operator on the test cell, picks modal-best, Needs labels=yes, Compute (x retry)=66.52026.0632.10.157
Outcome-trainedRouting info=RF classifier on the cell’s own per-pid operator outcomes (assay cost = DiagnosticOracle’s), Needs labels=yes, Compute (x retry)=66.52026.0630.20.139
Feature-onlyRouting info=winner-take-all over 3 trajectory features; no training, Needs labels=no, Compute (x retry)=1.42026.0628.50.122
RetryRouting info=no information, no test-cell compute beyond resampling, Needs labels=no, Compute (x retry)=1.02026.0616.30