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Preprint Aug 2026

CLEAR: Class-wise Expert Aggregation with Structured Sampling for Long-Tailed Classification

CLEAR (Class-wise reLiability-aware Expert Aggregation for long-tailed Recognition), a modular ensemble framework for long-tailed classification, generates diverse experts through threshold-based structured sampling while preserving the full label space, then estimates a class-wise trust score for each expert using a s...

Gawon Lim · 0 citations

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