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#federated learning Review Open access Oct 2026

FedCuraLM: Reliability-Calibrated and Resource-Aware Label Auditing with Small Language Models for Non-IID Federated AIoT

Federated Artificial Intelligence of Things (AIoT) activity-recognition systems learn from decentralized wearable and smart-home records with potentially incorrect labels, non-IID client distributions, and unequal edge-device resources. Our objective is to improve downstream learning from these labels while limiting ha...

Md Tahmid Rashid, Md Saikat Ahmed, N. Imtiaz · 0 citations
Open access Sep 2026

Age at dementia diagnosis, subtype associations, and neuroimaging differentiation in Bangladesh: The CARED study

Background Evidence on age at diagnosis of dementia and differentiation of dementia subtypes in Bangladesh is limited. This study aimed to determine age at diagnosis, examine factors associated with dementia subtypes, and evaluate the discriminatory utility of neuroimaging scales in a Bangladeshi clinical population. M...

R. Ranjan, Ghulam Kawnayn, Md Abdullah Yusuf et al. · 0 citations
Review Open access Sep 2026

Anxiety disorders, PTSD, and risk of first-ever stroke: A meta-analysis of 11 million participants.

BACKGROUND Anxiety, obsessive-compulsive disorder (OCD), and post-traumatic stress disorder (PTSD) involve chronic fear and stress-related dysregulation that may increase vascular risk, yet their association with stroke and stroke type has not been systematically evaluated. We aimed to quantify associations between anx...

N. Imtiaz, R. Ranjan, Gie Ken-Dror et al. · 0 citations

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