AINeutralarXiv – CS AI · 6h ago5/10
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Space-Efficient Language Generation in the Limit
Researchers present a theoretical framework for space-efficient language generation that characterizes the tradeoff between memory constraints and learning accuracy. Using polynomial space, a streaming algorithm can identify most strings in a target language while missing at most O(k^(2s-2)) strings, with a matching lower bound proving this gap is near-optimal.