Publication

NeuroCare-SCC: An AI-Enhanced Integrated Sensing–Communication–Computing–Control Framework for Cognitive Health Monitoring

2026

Abstract

Early detection of cognitive decline remains challenging. Periodic clinical assessments miss subtle changes, and centralized data processing raises privacy concerns. This paper introduces NeuroCare-SCC, an integrated framework for consumer electronics that enables early detection and management of cognitive decline. The framework combines multimodal sensing (EEG, speech biomarkers, eye-tracking) with 6G-enabled communication and on-device federated computing. A novel cross-modal channel attention mechanism fuses heterogeneous data streams effectively. Adaptive cognitive training interventions are delivered through augmented reality interfaces with closed-loop feedback. Evaluation with 150 participants demonstrates a 13.1 percentage point improvement in classification accuracy (from 78.3% to 91.4%) and reduced latency compared to existing systems.

Official source

https://infoscience.epfl.ch/entities/publication/14c1ea6b-4ae7-4ef7-8025-6bf932611f82

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2026

Abstract

Official source

https://infoscience.epfl.ch/entities/publication/14c1ea6b-4ae7-4ef7-8025-6bf932611f82

About this result

Related concepts (32)

Cognitive behavioral therapy

Cognitive behavioral therapy (CBT) is a psycho-social intervention that aims to reduce symptoms of various mental health conditions, primarily depression and anxiety disorders. Cognitive behavioral therapy is one of the most effective means of treatment for substance abuse and co-occurring mental health disorders. CBT focuses on challenging and changing cognitive distortions (such as thoughts, beliefs, and attitudes) and their associated behaviors to improve emotional regulation and develop personal coping strategies that target solving current problems.

Cognitive impairment

Cognitive impairment is an inclusive term to describe any characteristic that acts as a barrier to the cognition process or different areas of cognition. Cognition, also known as cognitive function, refers to the mental processes of how a person gains knowledge, uses existing knowledge, and understands things that are happening around them using their thoughts and senses. A cognitive impairment can be in different domains or aspects of a person's cognitive function including memory, attention span, planning, reasoning, decision-making, language (comprehension, writing, speech), executive functioning, and visuospatial functioning.

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Dementia with Lewy bodies (DLB) is a type of dementia characterized by changes in sleep, behavior, cognition, movement, and regulation of automatic bodily functions. Memory loss is not always an early symptom. The disease worsens over time and is usually diagnosed when cognitive impairment interferes with normal daily functioning. Together with Parkinson's disease dementia, DLB is one of the two Lewy body dementias. It is a common form of dementia, but the prevalence is not known accurately and many diagnoses are missed.

Related publications (7)

NeuroCare-SCC: An AI-Enhanced Integrated Sensing–Communication–Computing–Control Framework for Cognitive Health Monitoring

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