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Pranav Singh

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#artificial intelligence Preprint Sep 2026

Nous: Learning and Certifying Memory Decisions Before Source Calibration

Agent memory systems update state decisions from reports whose reliability may be unknown. Existing analyses of source estimation do not determine when a policy can be learned or its improvement certified without identifying the reporting channel. We study these three tasks using the same observed records. For a specif...

Pranav Singh · 0 citations

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