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2 Pith papers cite this work. Polarity classification is still indexing.

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Risk-Controlled Post-Processing of Decision Policies

stat.ML · 2026-05-07 · unverdicted · novelty 7.0

Risk-controlled post-processing yields a threshold-structured policy that follows the baseline except where an oracle fallback sharply reduces conditional violation risk, achieving O(log n/n) expected excess risk in i.i.d. settings and exact risk control under exchangeability.

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