LSCI constructs function-valued, locally adaptive conformal prediction sets for operator models by weighting a functional depth score around the test input, with a coverage-gap bound under local exchangeability.
Christian Moya, Amirhossein Mollaali, Zecheng Zhang, Lu Lu, and Guang Lin
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Locally Adaptive Conformal Inference for Operator Models
LSCI constructs function-valued, locally adaptive conformal prediction sets for operator models by weighting a functional depth score around the test input, with a coverage-gap bound under local exchangeability.