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 2026-10-23T17:16:52.232+00:00 60 https://www.frontiersin.org/articles/10.3389/frai.2026.1884880 https://www.frontiersin.org/articles/10.3389/frai.2026.1884880 <![CDATA[SpectralGuard: a Spectrally grounded λ-SHAP framework for XAI validity certification in pharmaceutical supply chain networks]]> 2026-10-23T00:00:00Z Original Research Ntebogang Dinah MorokeMmapula Merriam Lebele https://www.frontiersin.org/articles/10.3389/frai.2026.1840945 https://www.frontiersin.org/articles/10.3389/frai.2026.1840945 <![CDATA[Maximum entropy relaxation of multi-way cardinality constraints for synthetic population generation]]> 2026-10-23T00:00:00Z Original Research François PachetJean-Daniel Zucker https://www.frontiersin.org/articles/10.3389/frai.2026.1973276 https://www.frontiersin.org/articles/10.3389/frai.2026.1973276 <![CDATA[An energy-aware diffusion graph neural network based on intuitionistic fuzzy credibility graphs for research-paper classification]]> 2026-10-23T00:00:00Z Original Research Sadhu VarunShaik Sharief Basha https://www.frontiersin.org/articles/10.3389/frai.2026.1965356 https://www.frontiersin.org/articles/10.3389/frai.2026.1965356 <![CDATA[Proximal Policy Optimization-guided novelty-aware multi-strategy particle swarm optimization for adaptive traffic signal optimization]]> 2026-10-23T00:00:00Z Original Research Manikandan R.Arun Pandian J. https://www.frontiersin.org/articles/10.3389/frai.2026.1958096 https://www.frontiersin.org/articles/10.3389/frai.2026.1958096 <![CDATA[A systematic review of DoS and DDoS attack detection in cloud environments: evolutionary trends and the emerging role of meta-learning for cross-domain adaptability]]> 2026-10-21T00:00:00Z Systematic Review Amit TiwariC. Navaneethan https://www.frontiersin.org/articles/10.3389/frai.2026.1918025 https://www.frontiersin.org/articles/10.3389/frai.2026.1918025 <![CDATA[ClimateEdge: a lightweight weather-augmented LSTM framework for real-time demand response in climate-stressed smart grids]]> 2026-10-21T00:00:00Z Original Research Harsha Kumar AVenkatesan MuruganDhanalakshmi RSahaya Beni PrathibaSuria R. Asai https://www.frontiersin.org/articles/10.3389/frai.2026.1931803 https://www.frontiersin.org/articles/10.3389/frai.2026.1931803 <![CDATA[QDentalNet: a geometry-aware hierarchical mesh learning and quantum-enhanced network for automated dental occlusion classification]]> 2026-10-21T00:00:00Z Original Research Ramakrishnan IlanghovanS. Alden JenishR. KarthikK. SuganthiR. Praveen https://www.frontiersin.org/articles/10.3389/frai.2026.1920823 https://www.frontiersin.org/articles/10.3389/frai.2026.1920823 <![CDATA[Bayesian network-based risk stratification of allergic sensitization using NHANES population data]]> 2026-10-21T00:00:00Z Original Research Assem ShayakhmetovaNurbolat TasbolatulyAnar SultangaziyevaMarat ShurenovAigul BissarinovaNurbol Kurishbay 0.70) correspond structurally to the three total IgE tertiles; adding eosinophil category improves continuous discrimination by ΔAUC = +0.010 but reclassifies zero participants between strata (categorical NRI = 0). Bidirectional inference—updating sensitization probability from a confirmed asthma diagnosis—raised the posterior from 0.472 to 0.651 (ΔAUC +0.006, asthma subsample n = 8,275), confirming a structural advantage unavailable from unidirectional classifiers. Observed serological sensitization rates across strata were 13.8% (low), 46.1% (intermediate), and 81.6% (high). The framework is offered as a transparent, auditable methodological demonstration of probabilistic modeling of serological IgE sensitization. It does not model clinical allergy and should not be used to guide clinical decisions without prospective validation. Its principal advantages over discriminative classifiers are structural: bidirectional inference, modular auditability of conditional probability tables, and native uncertainty propagation.]]> https://www.frontiersin.org/articles/10.3389/frai.2026.1951063 https://www.frontiersin.org/articles/10.3389/frai.2026.1951063 <![CDATA[Comparative analysis of GAN-based augmentation pipelines for Parkinson's hypokinetic dysarthria severity detection using deep learning]]> 2026-10-20T00:00:00Z Original Research Aurobindo SPrakash RamachandranRajesh Kumar M https://www.frontiersin.org/articles/10.3389/frai.2026.1975692 https://www.frontiersin.org/articles/10.3389/frai.2026.1975692 <![CDATA[The rise of super-emotional intelligence]]> 2026-10-20T00:00:00Z Perspective Sophie BonnaireFarah I. Corona-StraussDaniel J. Strauss https://www.frontiersin.org/articles/10.3389/frai.2026.1952539 https://www.frontiersin.org/articles/10.3389/frai.2026.1952539 <![CDATA[Physics-inspired feature engineering and explainable machine learning for tensile strength prediction of CNT–Si₃N₄ reinforced FWTPET joints]]> 2026-10-20T00:00:00Z Original Research Krishnan VenkatachalamSenthil Kumaran SelvarajR. LokeshkumarG. Sundaramali https://www.frontiersin.org/articles/10.3389/frai.2026.1960066 https://www.frontiersin.org/articles/10.3389/frai.2026.1960066 <![CDATA[Data-based surrogate modeling and performance prediction of MEMS touch mode capacitive sensing using deep multilayer perceptron networks]]> 2026-10-19T00:00:00Z Original Research Pushparaj ESumit Kumar Jindal https://www.frontiersin.org/articles/10.3389/frai.2026.1935983 https://www.frontiersin.org/articles/10.3389/frai.2026.1935983 <![CDATA[Two-stage transformer encoder and attention-guided GRU-based residual correction for short-term load forecasting]]> 2026-10-19T00:00:00Z Original Research Radhika ChandrasekaranSenthil Kumar Paramasivan https://www.frontiersin.org/articles/10.3389/frai.2026.1960601 https://www.frontiersin.org/articles/10.3389/frai.2026.1960601 <![CDATA[ReqTestAgent: execution-grounded language-model agents for acceptance testing under requirement ambiguity]]> 2026-10-19T00:00:00Z Original Research Yunjiao ShiRui Song https://www.frontiersin.org/articles/10.3389/frai.2026.1950536 https://www.frontiersin.org/articles/10.3389/frai.2026.1950536 <![CDATA[AFI-ID: adaptive feature intelligence for intrusion detection]]> 2026-10-19T00:00:00Z Original Research S. Antony Joseph RajM. Madiajagan https://www.frontiersin.org/articles/10.3389/frai.2026.1977034 https://www.frontiersin.org/articles/10.3389/frai.2026.1977034 <![CDATA[Pre-arrival OCC decision support for aircraft turnaround coordination: a human-in-the-loop architecture and scenario-based evaluation]]> 2026-10-19T00:00:00Z Original Research Parth Yogeshbhai PurohitThomas FeuerlePeter Hecker https://www.frontiersin.org/articles/10.3389/frai.2026.1943572 https://www.frontiersin.org/articles/10.3389/frai.2026.1943572 <![CDATA[A global machine learning framework for classifying national CO2 emission levels: responsible and explainable artificial intelligence for sustainable climate governance]]> 2026-10-16T00:00:00Z Original Research Muhammad Ali KhawajaMuhammad Farooq Shaikh https://www.frontiersin.org/articles/10.3389/frai.2026.1884749 https://www.frontiersin.org/articles/10.3389/frai.2026.1884749 <![CDATA[Conditional diffusion-based inverse kinematics for redundant 7-DOF manipulators with differentiable refinement]]> 2026-10-16T00:00:00Z Original Research Lesia HentoshYaroslav HladunIvan Tsmots https://www.frontiersin.org/articles/10.3389/frai.2026.1887024 https://www.frontiersin.org/articles/10.3389/frai.2026.1887024 <![CDATA[A machine learning framework for stage-structured predator–prey systems with fear effect: Sparse Identification, Gaussian Process Regression, and bifurcation analysis]]> 2026-10-16T00:00:00Z Original Research G. RamrajT. Poornima https://www.frontiersin.org/articles/10.3389/frai.2026.1944175 https://www.frontiersin.org/articles/10.3389/frai.2026.1944175 <![CDATA[PharmAI: domain-specific QA generation by adaptive learning and fine-tuning of small language models]]> 2026-10-15T00:00:00Z Original Research Shenbagarajan AnantharajanSaranraj LoganathanRajkumaran SoundarrajE Emerson Nithiyaraj