MethodsPublished 8 October 2026Efficient least-squares imaging of a complex mountainous area in China using LsmGANsQingyang Li · Wenjing Guo · Jianping Huang · Yundong Guo · Feng ZhuFrontiers in Earth Sciencedoi 10.3389/feart.2026.1925199
Original ResearchPublished 9 September 2026Multi-stage generative enhancement and foundation model framework for automated dental implant identification: assessing the preprocessing paradoxVeena Benakatti · Ramesh P. Nayakar · Mallikarjun AnandhalliFrontiers in Computer Sciencedoi 10.3389/fcomp.2026.1911640
Original ResearchPublished 8 September 2026A transformer-FSL-GAN framework for multiclass water quality classification under limited data conditionsAshikur Rahman · Gwo Chin Chung · Yin Hoe NgFrontiers in Waterdoi 10.3389/frwa.2026.1902772
Original ResearchPublished 12 August 2026DKFraudNet: a knowledge-guided adversarial learning framework for fraud user detectionYingjun Shen · Renda Shi · Kaixi Song · Yunpeng LiFrontiers in Big Datadoi 10.3389/fdata.2026.1887075
Original ResearchPublished 9 July 2026Generative adversarial networks for balancing and expanding data resources for computer-aided detection in colonoscopyJ. J. H. van der Laan · J. van Lune · L. R. B. Schomaker · P. M. A. van Ooijen · W. B. NagengastFrontiers in Medical Technologydoi 10.3389/fmedt.2026.1824811
Original ResearchPublished 8 July 2026Predicting tensile properties of sub-sized nuclear materials using data augmentation strategies on imbalanced and sparse datasetsAltynay Smagulova · Aleksandar Vakanski · John W. Merickel · Isshu Lee · Charith Purushotham · Yalei Tang · Alberto E. Cerpa · Fei Xu · Rongjie SongFrontiers in Manufacturing Technologydoi 10.3389/fmtec.2026.1811951
Original ResearchPublished 12 March 2026CycleGAN models show consistent brain MRI synthesis across datasets supporting downstream tissue characterization in multiple sclerosisShayan Shahrokhi · Olayinka Oladosu · Rehman Tariq · Yunyan ZhangFrontiers in Neuroinformaticsdoi 10.3389/fninf.2026.1762794
Communications and NetworksPublished 30 October 2025F-GGRU: a sensor-driven deep learning framework for smart city weather-aware traffic congestion predictionAkbar Ali · Adnan Nadeem · Noureen Zafar · Muhammad ShirazFrontiers in Communications and Networksdoi 10.3389/frcmn.2025.1666487
the Internet of ThingsPublished 4 September 2025Securing the future: AI-driven cybersecurity in the age of autonomous IoTFabian Chukwudi Ogenyi · Chinyere Nneoma Ugwu · Okechukwu Paul-Chima UgwuFrontiers in the Internet of Thingsdoi 10.3389/friot.2025.1658273
