On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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2 results for “macro-coverage”

Conformal Prediction with Macro-Coverage Guaranteesstat.ME

New method uses label-weighted conformal prediction for macro-coverage guarantees in classification.

problem Finding a balance between class-conditional and marginal coverage in long-tailed datasets.

method Label-weighted conformal prediction for macro-coverage guarantees.

result Validated prediction sets with macro-coverage guarantees on large-scale image datasets.

conformal prediction macro-coverage long-tailed data classification

2026-06-26abs ↗pdf ↗

Conformal Prediction for Long-Tailed Classificationstat.ML

New conformal prediction methods for long-tailed classification problems.

problem Rare classes are systematically omitted in existing conformal prediction methods.

method Introduced a new conformal score function and a new interpolation procedure.

result Smoothly trade off set size and class-conditional coverage.

conformal prediction long-tailed classification macro-coverage prevalence-adjusted softmax class-conditional coverage

2025-07-09abs ↗pdf ↗