Original ResearchPublished 12 October 2026Explainable machine learning integrating CT-derived intratumoral heterogeneity for histological subtype prediction in pure ground-glass lung adenocarcinoma: multicenter validation and transcriptomic characterizationYing Deng · Jiajun Liu · Dinghua Li · Bingyi Zhang · Bin Xiang · Wanyin Qi · Sanhong ZhangFrontiers in Molecular Biosciencesdoi 10.3389/fmolb.2026.1958127
Original ResearchPublished 8 October 2026The dashboard says “perfect:” a systematic audit of label-free model monitoring and test-time adaptation under temporal distribution shift in network intrusion detectionWali Ahmed · Md Azizul Rahaman · Pappu Roy · Parves AlamFrontiers in Artificial Intelligencedoi 10.3389/frai.2026.1928858
Original ResearchPublished 7 October 2026An explainable approach to fake news detection using PSO and mutual informationHarisu Abdullahi Shehu · Paul D. Teal · Jeanelle Frontin · Amr Morssy · Mona Krewel · W. Bastiaan KleijnFrontiers in Artificial Intelligencedoi 10.3389/frai.2026.1901946
Original ResearchPublished 7 October 2026Investigating mental wellbeing in the construction industry using social media sentiment analysis: a UK case studyJohn Ofori Datsa · William H. CollingeFrontiers in Built Environmentdoi 10.3389/fbuil.2026.1981301
Original ResearchPublished 1 October 2026Intraday trading strategy selection under transaction costs with machine learningAlan Gaona · Jennifer Rangel-Madariaga · Lourdes UribeFrontiers in Applied Mathematics and Statisticsdoi 10.3389/fams.2026.1888767
Original ResearchPublished 16 September 2026Infant mortality across EU health systems: heterogeneity encoding, fixed effects regression, and machine learning in a small macro panelEcmel Kisa · Adnan KisaFrontiers in Health Servicesdoi 10.3389/frhs.2026.1893109
Original ResearchPublished 15 September 2026Artificial intelligence modeling of small molecule pharmaceutical solubility in supercritical fluid and comparative analysis under temperature and pressure variationsHaolin Wu · Hadil Faris Alotaibi · Ahmed Salah Fahem · Saeed ShirazianFrontiers in Chemistrydoi 10.3389/fchem.2026.1947884
Original ResearchPublished 8 September 2026Design of a transfer learning fault identification model based on a Markov field and an improved DarkNetWenhao Liu · Hong JiangFrontiers in Mechanical Engineeringdoi 10.3389/fmech.2026.1883839
Original ResearchPublished 23 July 2026Estimating forest aboveground carbon stock from remote sensing data with an enhanced XGBoost modelChenfei Shi · Cui Jia · Linghan Gao · Qi Liu · Haonan Wang · Mengyu XuFrontiers in Remote Sensingdoi 10.3389/frsen.2026.1877406
Original ResearchPublished 6 January 2026Convergence analysis of hyperparameter-free MCC-based channel estimation for mmWave MIMO systemsVimal Bhatia · Rajat Kumar · Rangeet Mitra · Sandesh Jain · Vidya Bhasker Shukla · K. Venkateswaran · Ondrej KrejcarFrontiers in Signal Processingdoi 10.3389/frsip.2025.1709070
Thermal EngineeringPublished 15 August 2025Phy-ChemNODE: an end-to-end physics-constrained autoencoder-NeuralODE framework for learning stiff chemical kinetics of hydrocarbon fuelsTadbhagya Kumar · Anuj Kumar · Pinaki PalFrontiers in Thermal Engineeringdoi 10.3389/fther.2025.1594443
ImagingPublished 20 June 2024Intra-video positive pairs in self-supervised learning for ultrasoundBlake VanBerlo · Alexander Wong · Jesse Hoey · Robert ArntfieldFrontiers in Imagingdoi 10.3389/fimag.2024.1416114
High Performance ComputingPublished 23 October 2023Opportunities for enhancing MLCommons efforts while leveraging insights from educational MLCommons earthquake benchmarks effortsGregor von Laszewski · J. P. Fleischer · Robert Knuuti · Geoffrey C. Fox · Jake Kolessar · Thomas S. Butler · Judy FoxFrontiers in High Performance Computingdoi 10.3389/fhpcp.2023.1233877