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#anytime-valid News & Analysis

2 articles tagged with #anytime-valid. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · Jun 16/10
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Correcting Split Selection in Online Decision Trees via Anytime-Valid Inference

Researchers propose an anytime-valid inference method to correct split selection in decision trees used for streaming data, addressing a critical statistical gap where existing Hoeffding Trees lack valid guarantees despite empirical success. The approach provides false-split control across arbitrary data streams while producing smaller, more efficient trees than current methods.

AINeutralarXiv – CS AI · May 96/10
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CITE: Anytime-Valid Statistical Inference in LLM Self-Consistency

Researchers propose CITE, an algorithm that enables reliable certification of Large Language Model outputs through multiple sampling while controlling error rates under data-dependent stopping conditions. The method addresses a critical challenge in LLM reliability by providing statistical guarantees without requiring advance knowledge of possible answer categories.