CUI uses conformal prediction sets, with a hand-tuned coverage compensation, to measure uncertainty and reweight adaptation in continual test-time adaptation, improving error rates on three corruption benchmarks.
A probabilistic framework for lifelong test-time adaptation
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Conformal Uncertainty Indicator for Continual Test-Time Adaptation
CUI uses conformal prediction sets, with a hand-tuned coverage compensation, to measure uncertainty and reweight adaptation in continual test-time adaptation, improving error rates on three corruption benchmarks.