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News/NOVA: Fundamental Limits of Knowledge Discovery Through AI
arxiv
PublishedMay 29, 2026 at 4:00 AM
—neutral

NOVA: Fundamental Limits of Knowledge Discovery Through AI

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arXiv:2605.15219v2 Announce Type: replace Abstract: Can AI systems discover genuinely new knowledge through iterative self improvement, and if so, at what cost? We introduce the NOVA framework, which models the common ``generate, verify, accumulate, retrain'' loop as an adaptive sampling process ove

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