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Pramit Saha

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#machine learning Preprint Sep 2026

RACER: Role-Aligned Competence Estimation for Human-AI Routing

Learning to defer asks a predictive system when to act autonomously and when to defer to a human expert. Population-adaptive deferral extends this problem to unseen experts using a small context set of expert behavior. Neural context encoders such as L2D-Pop can be query-dependent, but may learn routing shortcuts tied...

Joshua Strong, Emma Sun, A. Capstick et al. · 0 citations
Open access Aug 2026

Utilising speech-derived biomarkers to detect Alzheimer's disease with BERT-based language models: a machine learning study

Pauses emerged as the most discriminatory speech biomarker, significantly outperforming the No-biomarker baseline and other biomarkers, though the effect was model-dependent: BERT's All-biomarkers condition exceeded its own No-biomarker baseline, suggesting that feature combination benefits higher-capacity models.

Zara Khanna, Dean Ho, A. Remus et al. · 0 citations

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