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Research2026-06-12 · source-backed
arXiv:2606.13614 proves the majority vote of three independent, consistent classifiers is an optimal learner in the realizable PAC setting. Beyond the theory, it justifies the three-voter adversarial-verification pattern everyone's using in multi-agent systems. Three independent judges isn't an arbitrary number you picked because it felt right. It's close to the math's answer.
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Shared entity: Beyond / Same source domain / What happened next
Both cover Beyond; reported by the same outlet (arxiv.org); picks up the Beyond thread on 2026-08-19.
Both cover Beyond; reported by the same outlet (arxiv.org); picks up the Beyond thread on 2026-06-13.
Shared entity: Beyond / Same source domain / Earlier coverage
Both cover Beyond; reported by the same outlet (arxiv.org); earlier Beyond coverage from 2026-06-05.
Same source domain / Shared topic / Tension
Reported by the same outlet (arxiv.org); overlapping topics (answer, judg); pushes against this story (against).
Shared entity: PAC / What happened next / Tension
Both cover PAC; picks up the PAC thread on 2026-07-24; pushes against this story (against).
Shared entity: Beyond / What happened next
Both cover Beyond; picks up the Beyond thread on 2026-08-17.
Both cover Beyond; picks up the Beyond thread on 2026-08-13.
Same source domain / Shared topic
Reported by the same outlet (arxiv.org); overlapping topics (answer, classifier).