Frontiers in Artificial Intelligence | Machine Learning section | New and Recent Articles https://www.frontiersin.org/journals/artificial-intelligence/sections/machine-learning RSS Feed for Machine Learning section in the Frontiers in Artificial Intelligence journal | New and Recent Articles en-us Frontiers Feed Generator,version:1 2026-09-13T00:12:43.17+00:00 60 https://www.frontiersin.org/articles/10.3389/frai.2026.1900160 https://www.frontiersin.org/articles/10.3389/frai.2026.1900160 <![CDATA[NeuroTrustNet: a cost-effective multimodal ensemble framework for brain tumor classification under cross-dataset variability]]> 2026-09-11T00:00:00Z Original Research Ferdaus Ibne AzizInsoo KooTumennast ErdeneboldJubayer A. HossainAsle FagerstrømDebasish Ghose https://www.frontiersin.org/articles/10.3389/frai.2026.1888120 https://www.frontiersin.org/articles/10.3389/frai.2026.1888120 <![CDATA[MSAR: multi-stage adversarial representation learning for robust financial entity-level sentiment analysis]]> 2026-09-11T00:00:00Z Original Research Xinwen WanJunjie ZhaoZheng LiangAoxue ShenWenwen ChenAndi Xiao https://www.frontiersin.org/articles/10.3389/frai.2026.1924449 https://www.frontiersin.org/articles/10.3389/frai.2026.1924449 <![CDATA[NBE-VLT-PFO: hybrid deep learning transformer architecture for joint estimation of lithium-ion batteries]]> 2026-09-10T00:00:00Z Original Research G. TamizharasiG. K. Rajini https://www.frontiersin.org/articles/10.3389/frai.2026.1876996 https://www.frontiersin.org/articles/10.3389/frai.2026.1876996 <![CDATA[Deep learning-based EV battery fault diagnosis using RBBMO with CAR-TATNET detection approach]]> 2026-09-10T00:00:00Z Original Research G. TamizharasiG. K. Rajini https://www.frontiersin.org/articles/10.3389/frai.2026.1942787 https://www.frontiersin.org/articles/10.3389/frai.2026.1942787 <![CDATA[Unsupervised deep learning framework for early detection of wellbore trajectory deviation in drilling operations]]> 2026-09-07T00:00:00Z Original Research Prabhat SinghBushitha VickramAnnmaria BennyKadeeja MariyamSudakshina DanR. HarishwaranB. Naveen KumarM. Aslam Abdullah https://www.frontiersin.org/articles/10.3389/frai.2026.1962295 https://www.frontiersin.org/articles/10.3389/frai.2026.1962295 <![CDATA[Editorial: Advanced integration of large language models for autonomous systems and critical decision support]]> 2026-09-07T00:00:00Z Editorial I. de ZarzàJ. de CurtòCarlos T. Calafate https://www.frontiersin.org/articles/10.3389/frai.2026.1840721 https://www.frontiersin.org/articles/10.3389/frai.2026.1840721 <![CDATA[A robust privacy-preserving federated framework for kidney CT image classification using transfer learning models]]> 2026-09-04T00:00:00Z Original Research Sai Sri Hemantha KonalaSrinivas Koppu https://www.frontiersin.org/articles/10.3389/frai.2026.1867313 https://www.frontiersin.org/articles/10.3389/frai.2026.1867313 <![CDATA[Robust vision transformer adaptation for UAV imagery]]> 2026-09-03T00:00:00Z Original Research Jagan MurugesanP. Helen VijithaL. Jai VinitaA. K. ParvathyP. N. Jeipratha https://www.frontiersin.org/articles/10.3389/frai.2026.1904923 https://www.frontiersin.org/articles/10.3389/frai.2026.1904923 <![CDATA[The impact of artificial intelligence with multi-head self-attention based deep learning model for students' academic performance monitoring]]> 2026-09-03T00:00:00Z Original Research Mahmoud Ragab https://www.frontiersin.org/articles/10.3389/frai.2026.1832131 https://www.frontiersin.org/articles/10.3389/frai.2026.1832131 <![CDATA[Advanced security framework for 5G-SDN attack detection and mitigation using Affinity Cohesive Clustering and Improved Chaotic Walrus-Optimized Convolutional LSTM with Deep Dual Info-Varcoder]]> 2026-09-03T00:00:00Z Original Research Shameli R.Sujatha Rajkumar https://www.frontiersin.org/articles/10.3389/frai.2026.1903342 https://www.frontiersin.org/articles/10.3389/frai.2026.1903342 <![CDATA[Multi-resolution perceiver-based residual attention for explainable fault diagnosis in power transmission systems]]> 2026-09-03T00:00:00Z Original Research Shantanu Dinesh WaniS. AbinayaS. AbiramiR. Priyadarshini https://www.frontiersin.org/articles/10.3389/frai.2026.1871926 https://www.frontiersin.org/articles/10.3389/frai.2026.1871926 <![CDATA[Accuracy–latency trade-offs and absent embedded validation in deep learning driver drowsiness detection: a PRISMA systematic review]]> 2026-08-31T00:00:00Z Systematic Review Christian Wilbert Salas YupanquiCristhian Edy Llanque TipoFrank Diego Choquehuanca HuayhuaAngel Rosendo Condori-CoaquiraDavid Mamani-PariMilton Edward Humpiri-FloresEsteban Tocto-Cano https://www.frontiersin.org/articles/10.3389/frai.2026.1868885 https://www.frontiersin.org/articles/10.3389/frai.2026.1868885 <![CDATA[Benchmark-grounded self-supervised contrastive learning for AMI-based distribution grid monitoring]]> 2026-08-31T00:00:00Z Original Research Ling ZhangBowei YangXingsi KeHong ZhaoWenhua ZhangYumin Yao https://www.frontiersin.org/articles/10.3389/frai.2026.1882410 https://www.frontiersin.org/articles/10.3389/frai.2026.1882410 <![CDATA[Deep generative modeling for AI-guided inverse design of perovskite photovoltaic devices]]> 2026-08-28T00:00:00Z Original Research Parvez Amin KhanMuhammad Tipu SultanMd Mahamudul IslamMd. Emran HossainSamiur Rahman https://www.frontiersin.org/articles/10.3389/frai.2026.1908848 https://www.frontiersin.org/articles/10.3389/frai.2026.1908848 <![CDATA[Deep learning techniques for extreme rainfall prediction: a review of state-of-the-art]]> 2026-08-27T00:00:00Z Review Braiton U. MukhalelaSerestina ViririDavid NdziMichael GebreslasieMuhammad Zeeshan ShakirNaeem RamzanFahad AyazMary LynchLlinos Haf SpencerSaloshni NaidooNisha Nadesan-ReddyOzayr MahomedNatalie DickinsonFiona Henriquez https://www.frontiersin.org/articles/10.3389/frai.2026.1819095 https://www.frontiersin.org/articles/10.3389/frai.2026.1819095 <![CDATA[Anomaly detection method for business processes based on enhanced complex scenario logs]]> 2026-08-27T00:00:00Z Original Research Yang SongRuoyuan Zhang https://www.frontiersin.org/articles/10.3389/frai.2026.1857934 https://www.frontiersin.org/articles/10.3389/frai.2026.1857934 <![CDATA[Confidence-aware pseudo-label selection and verifier training for semi-supervised LLM reasoning with minimal labels]]> 2026-08-26T00:00:00Z Original Research Keizo KatoChenhui ChuYugo MurawakiSadao Kurohashi https://www.frontiersin.org/articles/10.3389/frai.2026.1903125 https://www.frontiersin.org/articles/10.3389/frai.2026.1903125 <![CDATA[CDMSP: a convolutional dense multi-scale pooling framework for low-light colonoscopy image enhancement]]> 2026-08-26T00:00:00Z Original Research Mohan K.Gopinath PalanisamyNisha J S. https://www.frontiersin.org/articles/10.3389/frai.2026.1846084 https://www.frontiersin.org/articles/10.3389/frai.2026.1846084 <![CDATA[Machine learning-based solar radiation prediction across heterogeneous climatic zones using NASA POWER data: a case study in Nigeria]]> 2026-08-26T00:00:00Z Original Research Oluwaseun Temitope FaloyeGrace Tina AwotoyeJohn AkinremiOluwatobi Solomon OlaleyeAyoola Olamitomi OluwadareOluwafemi E. AdeyeriLaemthong LaokhongthavornViroon Kamchoom https://www.frontiersin.org/articles/10.3389/frai.2026.1809361 https://www.frontiersin.org/articles/10.3389/frai.2026.1809361 <![CDATA[Uncertainty-aware federated temporal learning with explainable LLM-based coaching for privacy-preserving wearable health systems]]> 2026-08-26T00:00:00Z Original Research Duane ChembakasseryHarisankar R. NairJ. Prassanna