CFCP clusters embeddings to estimate local class frequencies, mixes nearby distributions with shrinkage for test points, and conformalizes the resulting vectors, yielding improved class coverage on image and text benchmarks.
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Cluster Frequency Conformal Prediction for Local Coverage
CFCP clusters embeddings to estimate local class frequencies, mixes nearby distributions with shrinkage for test points, and conformalizes the resulting vectors, yielding improved class coverage on image and text benchmarks.