Jia Xu

DecayBench: A Reference-Free Benchmark for Trustworthy Drift Detection

The no-regret property is proved and Alert is proposed, a label-free aggregation rule for drift detection that strictly improves over single-modality monitoring, increasing AUC by up to 25 points under mixed-modality drift and by approximately 50 points under cross-modal mismatch.