Original Research
Published
Diffusion-augmented contrastive learning for diabetic retinopathy severity classification
Ali Abidalkareem · Ali K. Ibrahim · Hanqi Zhuang
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1932259
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Articles
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Showing 16 articles
Original Research
Published
Sediment management strategy prioritization in hydropower reservoirs under data scarcity
Mustafa Utku Yilmaz · Hulya Yilmaz
Frontiers in Earth Science
doi 10.3389/feart.2026.1941026
Original Research
Published
Natural language processing for suicidal behavior detection in short Spanish clinical notes from first-contact interviews
Juan Carlos Villagomez-Garcia · Juan Martínez-Miranda · Ansel Y. Rodríguez-González
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1919962
Review
Published
A comprehensive review of AI-driven water-quality monitoring and prediction: advances, challenges, and future directions
K. Yukesh Kumar · P. Kumaresan
Frontiers in Water
doi 10.3389/frwa.2026.1946412
Original Research
Published
A Vision Transformer-based few-shot learning approach for leaf disease classification
Nandhini Chokkalingam · Lakshmi Priya G · Chanthini Baskar · L Sumalatha
Frontiers in Agronomy
doi 10.3389/fagro.2026.1918022
Systematic Review
Published
Artificial intelligence, explainable deep learning, and generative models for osteoporosis and bone disease prediction: a systematic review and future research roadmap
M. Raja · Avulapalli Jayaram Reddy
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1930437
Original Research
Published
Deep learning-based trustworthy dispatch model for virtual power plants in megacity power grids
Yuandong Jiang · Mingyu Ou · Jiangnan Li
Frontiers in Physics
doi 10.3389/fphy.2026.1903608
Original Research
Published
An integrated sequential deep learning framework with experience replay for large-scale species distribution modeling under data scarcity
Fabián Santos · Silvana Moreno · Mauricio Mejía-Guerrero · Valerie Graw
Frontiers in Ecology and Evolution
doi 10.3389/fevo.2026.1904087
Original Research
Published
A transformer-FSL-GAN framework for multiclass water quality classification under limited data conditions
Ashikur Rahman · Gwo Chin Chung · Yin Hoe Ng
Frontiers in Water
doi 10.3389/frwa.2026.1902772
Original Research
Published
Linearly constrained multi-representation domain generalization for unseen-bearing RUL prediction
Zhuoheng Dai · Lei Jiang · Liang Peng · Yingna Chen
Frontiers in Computer Science
doi 10.3389/fcomp.2026.1833609
Original Research
Published
Predicting tensile properties of sub-sized nuclear materials using data augmentation strategies on imbalanced and sparse datasets
Altynay Smagulova · Aleksandar Vakanski · John W. Merickel · Isshu Lee · Charith Purushotham · Yalei Tang · Alberto E. Cerpa · Fei Xu · Rongjie Song
Frontiers in Manufacturing Technology
doi 10.3389/fmtec.2026.1811951
Original Research
Published
Amphibian spatial distribution modeling, what are we missing? Comparing adult-only and tadpole models of habitat suitability
Hibraim Adán Pérez-Mendoza · Ricardo Figueroa-Huitrón · Cristian Iván Hernández-Herrera · Marco Eduardo Solis-Sotelo · David A. Prieto-Torres · Rob Salguero-Gómez
Frontiers in Amphibian and Reptile Science
doi 10.3389/famrs.2026.1755900
Original Research
Published
A Physics Informed Neural Network (PINN) framework for fractional order modeling of Alzheimer's disease
Adnan Mehmood · Muhammad Farman · Farkhanda Afzal · Kottakkaran Sooppy Nisar · Mohammed Altaf Ahmed · Mohamed Hafez
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1748481
Original Research
Published
Ensembles of physics-enhanced neural networks for the prediction of critical heat flux in nuclear reactors and the quantification of its uncertainty
Nicola Pedroni
Frontiers in Nuclear Engineering
doi 10.3389/fnuen.2025.1692182
Complex Systems
Published
A priori physical information to aid generalization capabilities of neural networks for hydraulic modeling
Gianmarco Guglielmo · Andrea Montessori · Jean-Michel Tucny · Michele La Rocca · Pietro Prestininzi
Frontiers in Complex Systems
doi 10.3389/fcpxs.2024.1508091
Manufacturing Technology
Published
Enhancing manufacturing operations with synthetic data: a systematic framework for data generation, accuracy, and utility
Vishnupriya Buggineni · Cheng Chen · Jaime Camelio
Frontiers in Manufacturing Technology
doi 10.3389/fmtec.2024.1320166