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Timothy Okoliko

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#generative ai Open access Oct 2026

AgroGuard AI: A Trustworthy Adaptive Architecture for Crop Disease Intelligence under Environmental Non-Stationarity

Deep learning systems for crop disease recognition are routinely reported at above 95% accuracy on curated benchmarks, yet their field performance degrades sharply and silently once deployed. The cause is not a modelling deficiency in the conventional sense but a violation of the stationarity assumption on which superv...

Lanre Adams, Timothy Okoliko, Jennifer Okoliko · 0 citations

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