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ResearchFormerly WizWand

Continual Test-Time Adaptation on CIN-C iid

49.49Error (%)RMEMSAFE + ASR
48.195656.932865.6774.4072May 13, 2026
Updated 6mo ago

Evaluation results

MethodLinks
RMEMSAFE + ASRAdaptation Protocol (Long-horizon)=Long-horizon2026.0549.49
RMEMSAFE+ASR (ours)Evaluation Protocol=CINiid2026.0549.49
ROID + ASRAdaptation Protocol (Long-horizon)=Long-horizon2026.0550.37
ROID + ASREvaluation Protocol=CINiid2026.0550.37
ROIDAdaptation Protocol (Long-horizon)=Long-horizon2026.0551.29
ROIDEvaluation Protocol=CINiid2026.0551.29
RMEMSAFE, no ASRAdaptation Protocol (Long-horizon)=Long-horizon2026.0551.54
RMEMSAFE, no ASREvaluation Protocol=CINiid2026.0551.54
ROID + RDumbAdaptation Protocol (Long-horizon)=Long-horizon2026.0551.86
ROID + RDumbEvaluation Protocol=CINiid2026.0551.86
EATA + ASRAdaptation Protocol (Long-horizon)=Long-horizon2026.0552.6
EATA + ASREvaluation Protocol=CINiid2026.0552.6
ETA + ASRAdaptation Protocol (Long-horizon)=Long-horizon2026.0552.62
ETA + ASREvaluation Protocol=CINiid2026.0552.62
SourceAdaptation Protocol (Long-horizon)=Long-horizon2026.0581.85
SourceEvaluation Protocol=CINiid2026.0581.85