Original Research
Published
Diffusion-augmented contrastive learning for diabetic retinopathy severity classification
Ali Abidalkareem · Ali K. Ibrahim · Hanqi Zhuang
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1932259
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Every article on Frontiers is peer reviewed, permanently archived and free to read.
Showing 98 articles
Original Research
Published
Tornado damage prediction using machine learning
Zhuoshi Li · Nicoleta Cristea · Partha Sarkar · Dorothy Reed
Frontiers in Built Environment
doi 10.3389/fbuil.2026.1971791
Original Research
Published
Multi-Level Deep Deterministic Policy Gradient reinforcement learning for safety-constrained trajectory optimization of collaborative industrial robots
Akhanseri Ikramov · Sayat Ibrayev
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1914042
Original Research
Published
Machine learning-based modeling of soil respiration components across four forest types in a subtropical mountainous forest with implications for modeling strategies and hydrothermal controls
Nan Deng · Yaqin Xiao · Fengfeng Ma · Yuxin Tian
Frontiers in Forests and Global Change
doi 10.3389/ffgc.2026.1972229
Original Research
Published
Phase-specific neuromechanical signatures of 40-m sprint performance: an integrated two-dimensional kinematic and surface electromyographic profiling study
Xin Wang
Frontiers in Physiology
doi 10.3389/fphys.2026.1939386
Original Research
Published
A robust adversarial learning framework for EEG emotion recognition
Hao Yang · Li Chen · Jianyong Gao · Junqiang Zhang · Jianfeng Zhang
Frontiers in Neurology
doi 10.3389/fneur.2026.1951986
Review
Published
From task-specific AI to multimodal foundation models in PET/CT: a readiness framework for clinical translation
Amgad Muneer · Maliazurina B. Saad · Hui Xu · Jia Wu
Frontiers in Nuclear Medicine
doi 10.3389/fnume.2026.1956567
Original Research
Published
Matrix-free photoacoustic image reconstruction via sensor-token networks
Mary John · Shibili Said · Imad Barhumi · Sherzod Turaev · Mohamed Yahia
Frontiers in Applied Mathematics and Statistics
doi 10.3389/fams.2026.1952041
Original Research
Published
Optimizing temperature prediction in automotive lithium-ion battery discharge cycles using machine learning and SHAP analysis
Anuj Prajapati · Sandeep G. Thorat · Gajanan Pradhan · Swapnil Gund · Prashant Paraye · Vardan Singh
Frontiers in Mechanical Engineering
doi 10.3389/fmech.2026.1949090
Brief Research Report
Published
Short-term familiarity shapes social preference but not word learning in preschoolers
Jina Ahn · Erica A. Cartmill · Catherine M. Sandhofer
Frontiers in Developmental Psychology
doi 10.3389/fdpys.2026.1895134
Conceptual Analysis
Published
Beyond the bridge: an integrative developmental framework for first-language reading fluency
János Steklács
Frontiers in Language Sciences
doi 10.3389/flang.2026.1955851
Original Research
Published
DepressNet: an interpretable machine learning framework for depression severity stratification using psychometric data
Anika Rahman · Fahmid Al Farid · Md Humaion Kabir Mehedi · Jia Uddin · Hezerul Bin Abdul Karim
Frontiers in Computer Science
doi 10.3389/fcomp.2026.1901490
Original Research
Published
UWAD-Net: attention-enhanced underwater waste detection in freshwater pond environments
Bennet Benjamin S · Sumanth Ramamoorthy Rathnasekaran · Rohit Anand Patnaik · Sasithradevi Anbalagan · Vijayalakshmi M
Frontiers in Water
doi 10.3389/frwa.2026.1923979
Review
Published
Building justice-informed validity arguments in organizational psychology: Where the evidence is (and isn't)
Andrea Bazzoli · Thao T. Vo · Ana Campillo-Martínez · Alexis N. Downey · Laura Pires Gifford · Brian F. French
Frontiers in Organizational Psychology
doi 10.3389/forgp.2026.1861006
Original Research
Published
Bridging the performance–efficiency gap: a resource-efficient hybrid DL-ML framework for jackfruit disease detection
Rittik Chandra Das Turjy · Fahmid Al Farid · Md. Hasan Imam Bijoy · Sarbajit Paul Bappy · Amir Sohel · Jia Uddin · Hezerul Bin Abdul Karim
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1884567
Original Research
Published
Dynamic monitoring and adaptive algorithm optimization of fatigue recovery in track and field athletes based on inertial measurement unit sensor data
Jian Xu · Junwei Bai
Frontiers in Physiology
doi 10.3389/fphys.2026.1919336
Original Research
Published
An attention-enhanced hybrid CNN-BiLSTM framework for multiclass epileptic seizure recognition using EEG signals
Bobbinpreet Kaur · Sheenam Middha · Aleem Ali · Noman Khan · Reham Alhejaili · Ahmed H. Almutairi
Frontiers in Computational Neuroscience
doi 10.3389/fncom.2026.1949040
Original Research
Published
Vibration–current multimodal fusion for within-batch recognition of predefined component faults of a high-pressure abrasive waterjet machine tool
Guorong Zhang · Chenlong Zhang · Hong Jiang · Xiyang Zhang · Yan Wang · Xinbin Bao
Frontiers in Mechanical Engineering
doi 10.3389/fmech.2026.1970496
Original Research
Published
Efficient video violence detection through segmented temporal sampling and CNN–transformer modeling
Fray L. Becerra-Suarez · Karem Menacho-Navarrete · Mónica Díaz · Franccesca A. Recharte-Trucios · Felix R. Landeo-Castillo · Lloy Pinedo
Frontiers in Computer Science
doi 10.3389/fcomp.2026.1934449
Original Research
Published
Context-aware KazRoBERTa with transformer-based candidate re-ranking for Kazakh spelling correction
Zhanar Azhibekova · Daniyar Sultan · Laura Baitenova
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1925050
Original Research
Published
A sliding window and Fourier decomposition method based 1D-CNN framework for motor imagery EEG classification
B. S. S. Tejesh · Karra Bhaskar · M. Sivaji · Ravisankar Dakupati · Saswat Kumar Ram · Pradyut Kumar Sanki · M. Ramakrishnan
Frontiers in Computational Neuroscience
doi 10.3389/fncom.2026.1945160
Original Research
Published
Detection and exploratory severity grading of age-related macular degeneration using machine learning
Ahmad Ryad Soobhany · Mohammed Thafheem
Frontiers in Imaging
doi 10.3389/fimag.2026.1888372
Original Research
Published
CLSP-REQA : a real-time quality-aware closed-loop seizure prediction framework with Mamba-BiLSTM and confidence-gated intervention
Mufeng Chen · Qi Wu · Bingchao Huang · Xiwen Lai · Zekai Chen · Xinge Ouyang · Quansheng Ren
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1888743
Original Research
Published
MambaGLA-NPC: a 3D framework integrating CNN and state space models for robust multi-center nasopharyngeal carcinoma segmentation
Wei Jin · Xiaobo Chen · Weifeng Jin · Hai Liao · Li Yu
Frontiers in Genome Editing
doi 10.3389/fgeed.2026.1954329
Original Research
Published
Window leakage in clinical EEG machine learning: matched subject-independent evaluation across ADHD and Parkinson cohorts
Burak Aggul
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1930795
Systematic Review
Published
Immersive simulation interventions for children and adolescents with autism spectrum disorder: technologies, cognitive and socio-emotional development, and AI-driven emotion estimation: a systematic review
Mohammad Mominur Rahman · Khansa Chemnad · Marwa Al Assi · Areej Babiker · Achraf Othman
Frontiers in Virtual Reality
doi 10.3389/frvir.2026.1850096
Original Research
Published
Strip thinning and filling reduces litter humus carbon loss in Cupressus funebris plantations: relative contributions of microclimate, litter substrate and microbial biomass
Jiaping Yang · Qing Dong · Qiang Wang · Honglin Yang · Yulian Yang · Qinggui Wu
Frontiers in Soil Science
doi 10.3389/fsoil.2026.1929672
Original Research
Published
An XGBoost–logistic regression hybrid stacking model for breast cancer outcome prediction
Oyetayo Oyebisi · Winnie Chacha · Femi Amoyedo
Frontiers in Applied Mathematics and Statistics
doi 10.3389/fams.2026.1931146
Original Research
Published
A high-precision synchronization and centroid-based framework for single-trial decoding of perceived natural speech
Cristian Y. Olivares · Norelli Schettini
Frontiers in Computational Neuroscience
doi 10.3389/fncom.2026.1947069
Original Research
Published
Music-evoked EEG signals for mental health assessment using two- and three-class classification
Abdelkader Nasreddine Belkacem · Abdelhadi Hireche · Nour Faris Ali · Mohamed Atef · Abdalla A. R. M. Hamid · Ibrahim M. Elfadel · Herbert F. Jelinek
Frontiers in Systems Neuroscience
doi 10.3389/fnsys.2026.1886805
Original Research
Published
A subject-specific mechanistic model of affect links electroencephalography, cardiorespiratory feedback, and monoaminergic dynamics
Masami Iwamoto
Frontiers in Computational Neuroscience
doi 10.3389/fncom.2026.1875657
Review
Published
Sexual dimorphism and pattern of resource allocation under variable abiotic factors
Yash Mangla
Frontiers in Photobiology
doi 10.3389/fphbi.2026.1914724
Hypothesis and Theory
Published
Knowledge- and memory-based interactive task learning for human robot collaboration
Michaela Kümpel · Manuel Scheibl · Omar Eldardeer · Jan-Philipp Töberg · Jeroen Schäfer · Alexis Maldonado · Alessandra Sciutti · Britta Wrede · Michael Beetz
Frontiers in Computer Science
doi 10.3389/fcomp.2026.1878274
Original Research
Published
Research on a novel distribution network line loss prediction model based on spatiotemporal feature fusion neural network
Yi Ran · Yongguang Ding · Yanming Mai · Juntong Huo · Lifei Li · Yucheng Zhang · Jingna Duan
Frontiers in Energy Research
doi 10.3389/fenrg.2026.1945909
Original Research
Published
Entropy-Guided Jaya optimization for robust feature selection in high-dimensional network attack detection
Geeta Singh · Neelu Khare
Frontiers in Communications and Networks
doi 10.3389/frcmn.2026.1886520
Mini Review
Published
Bridging soil health and human health: Mycobacterium vaccae as a keystone link
Camila Espinoza-Mendoza · Winfred Espejo · José E. Celis · Andy Banegas-Medina · Isis-Yelena Montes · Wanda Espejo-Contreras · Mauricio Schoebitz · Marco Sandoval
Frontiers in Soil Science
doi 10.3389/fsoil.2026.1957461
Original Research
Published
WD-CD: a large-scale high-resolution optical remote sensing benchmark for fine-grained change detection in war scenarios
Dongjing Li · Lei Ma · Guangjun He · Yaohui Chu · Yingnan Guo · Ruikun Wang · Ying Liang · Pengming Feng
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1930744
Original Research
Published
AdaTent++: reliability-guided hybrid test-time adaptation for traffic sign detection under distribution shift
Xiaomei Gai · Meichun Wang · Yantong Guo · Shiyu Wang · Ye Li · Rui Fu
Frontiers in Signal Processing
doi 10.3389/frsip.2026.1842851
Original Research
Published
Design of a transfer learning fault identification model based on a Markov field and an improved DarkNet
Wenhao Liu · Hong Jiang
Frontiers in Mechanical Engineering
doi 10.3389/fmech.2026.1883839
Review
Published
AI-driven cybersecurity for industrial internet of things: architectures, challenges, datasets, and future research directions
Siddhartha Singhal · Kakelli Anil Kumar
Frontiers in Big Data
doi 10.3389/fdata.2026.1938279
Mini Review
Published
Deployment-oriented evaluation of deep learning network intrusion detection systems
Kai Liang Lew · Kok Swee Sim · Hao Xian Cheong
Frontiers in Communications and Networks
doi 10.3389/frcmn.2026.1863367
Original Research
Published
A systems microbiology framework for reproducible multi-dataset omics integration with application to long COVID
Brigitta Varga · Marlet Martinez-Archundia · Linette E. M. Willemsen · Johan Garssen · Alejandro Lopez-Rincon
Frontiers in Systems Biology
doi 10.3389/fsysb.2026.1873899
Original Research
Published
Tri-fusion deep learning model for early breast cancer screening using multimodal biomedical data
J. Lilly Roseline Mary · R. Venkatesan · M. Mythily · D. Jasmine David
Frontiers in Computer Science
doi 10.3389/fcomp.2026.1853963
Original Research
Published
Linearly constrained multi-representation domain generalization for unseen-bearing RUL prediction
Zhuoheng Dai · Lei Jiang · Liang Peng · Yingna Chen
Frontiers in Computer Science
doi 10.3389/fcomp.2026.1833609
Original Research
Published
Adaptive large-kernel convolutional network with gaussian-modulated spatial calibration for tyre quality assessment
Shanjiang Zhang · Renjing Liu
Frontiers in Physics
doi 10.3389/fphy.2026.1877279
Original Research
Published
GSP-3D: generalizable 3D Gaussian Splatting with diffusion policy and world model for long-horizon bimanual manipulation
Xukun Liu · Junhua Huang · Shenggang Wei · Liguo Hou · Junmou Qiao · Aifeng Liu · Hongsheng Huang · Fengjuan Xie
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1867375
Original Research
Published
A lightweight deep learning framework for early fire and smoke detection in forest fire monitoring
Jie Hu · Zishuai Jia · Jiaxin Feng · Yian Ding · Shujie Wang · Shuai Zhang · Juan Liu
Frontiers in Forests and Global Change
doi 10.3389/ffgc.2026.1919686
Original Research
Published
Interpretable self-supervised transformers for resting-state EEG analysis in Alzheimer's disease
Syeda Shamaila Zareen · Nada Alzaben · Usman Ahmad · Talha Mahboob Alam · Asaad Algarni · Junsong Wang
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1899573