AI & machine learning

SEP 9, 2026 · PREPRINT

An Explainable Machine Learning Framework for Predicting Blood-Brain Barrier Permeability Using Molecular Descriptors

arXiv

This is an unreviewed preprint presenting a machine learning model for predicting BBB permeability from molecular descriptors; it is methodologically sound but lacks peer review and clinical validation.

SEP 9, 2026 · PREPRINT

Deep Learning-Based Detection of Electrical Faults and Power Quality Disturbances in Aerospace Power Systems

arXiv

This is simulation-based feasibility work for an embedded AI system without experimental validation on real aircraft electrical systems, representing early-phase proof-of-concept rather than clinical or clinical-grade evidence.

SEP 9, 2026 · PREPRINT

Hierarchical and Permutation-Invariant Feature Transformation Learning via Policy-Guided Embedding Search

arXiv

This is a methodological preprint on arXiv describing a machine learning framework for tabular data feature transformation; it has not undergone peer review and presents no clinical data or human studies.

SEP 9, 2026 · PREPRINT

Robust Beam Prediction for V2X Networks with Multi-Modal Sensing

arXiv

This is an unrefereed arXiv preprint presenting a machine learning architecture for beam prediction in vehicular networks, evaluated on a real-world dataset but lacking peer review and clinical relevance.

SEP 9, 2026 · PREPRINT

Training Trajectories Determine Circuit Removability in Annealable Soft-Prior Transformers

arXiv

Mechanistic study of neural network circuit learning using controlled architectural interventions and ablations; reports reproducible effects but limited to synthetic tasks with small models and no comparison to established baselines or clinical relevance.

JOURNAL ARTICLE

Thymic Radiation is Associated with Worse Outcomes in Patients with NSCLC.

Annals of Oncology

Multicohort observational analysis with consistent dose-response associations across three independent cohorts and plausible biological mechanism, but lacks randomized evidence of thymus-sparing intervention efficacy.