Methods
Published
Efficient least-squares imaging of a complex mountainous area in China using LsmGANs
Qingyang Li · Wenjing Guo · Jianping Huang · Yundong Guo · Feng Zhu
Frontiers in Earth Science
doi 10.3389/feart.2026.1925199
Library
Articles
Every article on Frontiers is peer reviewed, permanently archived and free to read.
Showing 15 articles
Original Research
Published
Hybrid VAE-Transformer-based multi-task learning for cyberattack detection and fault classification in electric vehicle charging stations
R. Vinitha · R. Senthil Kumar
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1934106
Original Research
Published
A hybrid deep learning framework combining CTGAN and transformers for personalized injury mitigation in elite sports
Tiemin Teng · Lei Zhang
Frontiers in Physiology
doi 10.3389/fphys.2026.1923556
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
Multi-stage generative enhancement and foundation model framework for automated dental implant identification: assessing the preprocessing paradox
Veena Benakatti · Ramesh P. Nayakar · Mallikarjun Anandhalli
Frontiers in Computer Science
doi 10.3389/fcomp.2026.1911640
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
MemAF-KTCBM: a Memory-Aware Fractional optimisation-enabled deep learning model for atherosclerosis classification
Nazarkar Pravalika · Jabeena A. · Vetriveeran Rajamani
Frontiers in Medical Technology
doi 10.3389/fmedt.2026.1901028
Original Research
Published
DKFraudNet: a knowledge-guided adversarial learning framework for fraud user detection
Yingjun Shen · Renda Shi · Kaixi Song · Yunpeng Li
Frontiers in Big Data
doi 10.3389/fdata.2026.1887075
Original Research
Published
Generative adversarial networks for balancing and expanding data resources for computer-aided detection in colonoscopy
J. J. H. van der Laan · J. van Lune · L. R. B. Schomaker · P. M. A. van Ooijen · W. B. Nagengast
Frontiers in Medical Technology
doi 10.3389/fmedt.2026.1824811
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
A deep learning based NeuroFusionNet approach for automated brain tumor diagnosis from MRI
Omara Mustafa · Salem Alhatamleh · Hamad Yahia Abu Mhanna · Abdallah Almahmoud · Rami Malkawi · Majd Malkawi · Abdel-Baset Bani Yaseen · Hanan Fawaz Akhdar · Hatem Malkawi · Fatimah Maashey · Latifah Alghulayqah · Mohammad Amin
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1795354
Original Research
Published
CycleGAN models show consistent brain MRI synthesis across datasets supporting downstream tissue characterization in multiple sclerosis
Shayan Shahrokhi · Olayinka Oladosu · Rehman Tariq · Yunyan Zhang
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1762794
Original Research
Published
Cross-modal privacy-preserving synthesis and mixture-of-experts ensemble for robust ASD prediction
J. Revathy · Karthiga M.
Frontiers in Neuroinformatics
doi 10.3389/fninf.2025.1679196
Communications and Networks
Published
F-GGRU: a sensor-driven deep learning framework for smart city weather-aware traffic congestion prediction
Akbar Ali · Adnan Nadeem · Noureen Zafar · Muhammad Shiraz
Frontiers in Communications and Networks
doi 10.3389/frcmn.2025.1666487
the Internet of Things
Published
Securing the future: AI-driven cybersecurity in the age of autonomous IoT
Fabian Chukwudi Ogenyi · Chinyere Nneoma Ugwu · Okechukwu Paul-Chima Ugwu
Frontiers in the Internet of Things
doi 10.3389/friot.2025.1658273