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Author

Deval Mehta

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Review Open access Sep 2026

Status, challenges, and future directions of machine learning in the management of epilepsy: a systematic review and meta-analysis.

An overview of the role of machine learning in epilepsy management is provided and the high heterogeneity and bias-particularly in small sample sizes, handling of missing data, and scarcity of studies with external validation-limit its clinical applicability.

R. Chang, Shani Nguyen, Debabrata Mishra et al. · 0 citations
#artificial intelligence Preprint Sep 2026

VIBE-Bench: Evaluating Personalized Large Language Models When Profiles Don't Mean Preferences

VIBE-Bench is introduced, a benchmark with two psychology-grounded tasks, 3,504 personas and 12,239 dialogues, including a manually verified gold test set, and requires cross-concept preference reasoning beyond surface semantic overlap, establishing PRCM as a distinct failure regime in PLLMs and position VIBE-Bench as...

Yi-Wen Jiang, Yang Deng, Stephanie Fong et al. · 0 citations

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