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Majority-of-Three is Optimal

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arXiv:2606. 13614v1 Announce Type: new Abstract: We give a short proof that the majority vote of three independent consistent classifiers is an optimal learner in the realizable PAC setting.

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Authors: Divit Rawal, Nikita Zhivotovskiy
Released: 2026-06-12 (2mo ago)
Topic: Related to current project
Relation to my work: Read next because Majority-of-Three is Optimal overlaps with clean result "Leakage rate is a usable signal for recovering trigger-shaped phrases on Gaperon-1125-1B without knowing the hidden trigger itself (MODERATE confidence)", clean result "Language-mismatch LoRA SFT on Qwen2.5-7B leaks the trained completion language into bystander directives the model was never trained on, absent under same-language SFT (LOW confidence)", clean result "A pretraining-data-poisoned Qwen3-4B backdoor only fires on the exact trigger tokens — paraphrases don't activate it, and base-model similarity to the trigger doesn't predict which inputs fire (MODERATE confidence)". Matching terms: class. Source: arxiv stat.ML (Machine Learning).
arXiv: 2606.13614

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