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Ponomareva, Natalia, Xu, Zheng, McMahan, H Brendan, Kairouz, Peter, Rosenblatt, Lucas, Cohen-Addad, Vincent · arXiv 2512.03238

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cs.LG 1

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2026 1

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UNVERDICTED 1

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Contrastive Identification and Generation in the Limit

cs.LG · 2026-05-07 · unverdicted · novelty 8.0

Contrastive pair presentations yield exact identifiability characterizations via a geometric refinement of Angluin's condition, a new contrastive closure dimension for generation, mutual incomparability with text identification, and a single algorithm that tolerates any finite corruption budget.

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  • Contrastive Identification and Generation in the Limit cs.LG · 2026-05-07 · unverdicted · none · ref 16

    Contrastive pair presentations yield exact identifiability characterizations via a geometric refinement of Angluin's condition, a new contrastive closure dimension for generation, mutual incomparability with text identification, and a single algorithm that tolerates any finite corruption budget.