Neurology

Latest AI and machine learning research in neurology for healthcare professionals.

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Genomics link obesity and type 2 diabetes to Alzheimer's disease to unveil novel biological insights

Body mass index (BMI), type 2 diabetes (T2D) and associated cardiometabolic features modify Alzheimer's disease (AD) risk, yet shared mechanisms remain poorly understood. Using sex- and age-stratified genotyping data for BMI and T2D, we investigate how these traits converge on shared genetic pathways to AD risk. Employing multi-trait, machine learning and single-cell transcriptomics, we identify s...

Cellular Aging Signatures in the Plasma Proteome Record Human Health and Disease

Aging is asynchronous across cells and organs, but whether plasma proteins can capture cell type-specific aging and predict disease and mortality remains unknown. We developed machine learning models to estimate the biological age of more than 40 distinct cell types spanning neuronal, immune, glial, endocrine, epithelial, and musculoskeletal origins using over 7,000 plasma proteins measured in 60,...

Brain4FMs: A Benchmark of Foundation Models for Electrical Brain Signal

Brain Foundation Models (BFMs) are transforming neuroscience by enabling scalable and transferable learning from neural signals, advancing both clinic...

Feb 12 2026 2602.11558v1
Semantically Conditioned Diffusion Models for Cerebral DSA Synthesis

Digital subtraction angiography (DSA) plays a central role in the diagnosis and treatment of cerebrovascular disease, yet its invasive nature and high...

Feb 12 2026 2602.11703v1
Enhanced Portable Ultra Low-Field Diffusion Tensor Imaging with Bayesian Artifact Correction and Deep Learning-Based Super-Resolution

Portable, ultra-low-field (ULF) magnetic resonance imaging has the potential to expand access to neuroimaging but currently suffers from coarse spatia...

Feb 11 2026 2602.11446v1
Data-Driven Multimodal Subtyping Reveals Differential Cognitive Risk and Treatment Effects in the All of Us Cohort

INTRODUCTION: Cognitively unimpaired (CU) adults show substantial variation in their risk of developing mild cognitive impairment (MCI), yet most subt...

Bridging the Compression-Precision Paradox: A Hybrid Architecture for Clinical EEG Report Generation with Guaranteed Measurement Accuracy

Automated EEG monitoring requires clinician-level precision for seizure detection and reporting. Clinical EEG recordings exceed LLM context windows, r...

Feb 11 2026 2602.10544v1
Pupillometry and Brain Dynamics for Cognitive Load in Working Memory

Cognitive load, the mental effort required during working memory, is central to neuroscience, psychology, and human-computer interaction. Accurate ass...

Feb 11 2026 2602.10614v1
AI System Using Unsupervised Learning to Discover Novel Subtypes in Alzheimer's Disease

Early Alzheimer's disease often evades timely detection because typical diagnostics are based on symptomatic thinking rather than intrinsic neurodegen...

Fully-automated sleep staging: multicenter validation of a generalizable deep neural network for Parkinson's disease and isolated REM sleep behavior disorder

Isolated REM sleep behavior disorder (iRBD) is a key prodromal marker of Parkinson's disease (PD), and video-polysomnography (vPSG) remains the diagno...

Feb 10 2026 2602.09793v2
ICODEN: Ordinary Differential Equation Neural Networks for Interval-Censored Data

Predicting time-to-event outcomes when event times are interval censored is challenging because the exact event time is unobserved. Many existing surv...

Feb 10 2026 2602.10303v1
Multi-objective computational design optimization of a Total Disc Replacement implant

While cervical arthroplasty using Total Disc Replacement (TDR) implants is an established treatment for persistent neck and arm pain, revision rates l...

Feb 10 2026 2602.10304v1
ENIGMA: EEG-to-Image in 15 Minutes Using Less Than 1% of the Parameters

To be practical for real-life applications, models for brain-computer interfaces must be easily and quickly deployable on new subjects, effective on a...

Feb 10 2026 2602.10361v1
In-Hospital Stroke Prediction from PPG-Derived Hemodynamic Features

The absence of pre-hospital physiological data in standard clinical datasets fundamentally constrains the early prediction of stroke, as patients typi...

Feb 10 2026 2602.09328v1
Fully-automated sleep staging: multicenter validation of a generalizable deep neural network for Parkinson's disease and isolated REM sleep behavior disorder

Isolated REM sleep behavior disorder (iRBD) is a key prodromal marker of Parkinson's disease (PD), and video-polysomnography (vPSG) remains the diagno...

Feb 10 2026 2602.09793v1
Distributional Impacts of AI-Enhanced Telerehabilitation on Functional Recovery: A Recentered Influence Function Quantile Regression Decomposition Analysis

Background: Conventional evaluations of digital health interventions typically assess mean treatment effects, potentially masking heterogeneous impact...

GRAD: A Two-Stage Algorithm for Resolving Diagnostic Uncertainty in the Plasma p-tau217 Gray Zone

Introduction: Plasma phosphorylated tau-217 is widely used as a plasma-based biomarker for Alzheimer's Disease detection, demonstrating superior accur...

α-Synuclein Strain Dynamics Correlate with Cognitive Shifts in Parkinson's Disease

-Synuclein (-syn) strains can serve as discriminators between Parkinson's disease (PD) and related -synucleinopathies. The relationship between -syn s...

Efficient Brain Extraction of MRI Scans with Mild to Moderate Neuropathology

Skull stripping magnetic resonance images (MRI) of the human brain is an important process in many image processing techniques, such as automatic segm...

Feb 9 2026 2602.08764v1
Universal Coefficients and Mayer-Vietoris Sequence for Groupoid Homology

We study homology of ample groupoids via the compactly supported Moore complex of the nerve. Let $A$ be a topological abelian group. For $n\ge 0$ set ...

Feb 9 2026 2602.08998v1
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