Frontiers in Artificial Intelligence

Original Research

Published on 14 Sep 2026

Predicting global horizontal irradiance using regression-based machine learning models in high-altitude environments

in Machine Learning

Milton Edward Humpiri-Flores
David Mamani-Pari
Danny Lévano
Roel Dante Gomez Apaza
Esteban Tocto-Cano
Ángel Rosendo Condori-Coaquira
Javier Linkolk López-Gonzales

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1870055

290 views

Perspective

Published on 14 Sep 2026

From model failure to system harm: operationalizing a sociotechnical pathway for healthcare AI safety

in Machine Learning

Burhan Sebin
Irem Karaman Sebin

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1956533

212 views

Original Research

Accepted on 11 Sep 2026

SkinNet X: A Task Coupled Feature Interaction Framework for Joint Skin Lesion Segmentation and Classification

in Machine Learning

MURALI S
BABU E

Frontiers in Artificial Intelligence

137 views

Original Research

Published on 11 Sep 2026

MSAR: multi-stage adversarial representation learning for robust financial entity-level sentiment analysis

in Machine Learning and Artificial Intelligence

Xinwen Wan
Junjie Zhao
Zheng Liang
Aoxue Shen
Wenwen Chen
Andi Xiao

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1888120

402 views

Original Research

Published on 11 Sep 2026

NeuroTrustNet: a cost-effective multimodal ensemble framework for brain tumor classification under cross-dataset variability

in Machine Learning and Artificial Intelligence

Ferdaus Ibne Aziz
Insoo Koo
Tumennast Erdenebold
Jubayer A. Hossain
Asle Fagerstrøm
Debasish Ghose

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1900160

542 views

Original Research

Accepted on 10 Sep 2026

TL-CRANN: A Transfer-learning-Based Hybrid CNN-RNN Model with Attention Mechanism for Cross-Domain IoT Attack Detection

in Machine Learning and Artificial Intelligence

Sankar Ganesh L
Mohan Kumar P

Frontiers in Artificial Intelligence

178 views

Original Research

Published on 10 Sep 2026

NBE-VLT-PFO: hybrid deep learning transformer architecture for joint estimation of lithium-ion batteries

in Machine Learning and Artificial Intelligence

G. Tamizharasi
G. K. Rajini

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1924449

427 views

Original Research

Published on 10 Sep 2026

Deep learning-based EV battery fault diagnosis using RBBMO with CAR-TATNET detection approach

in Machine Learning and Artificial Intelligence

G. Tamizharasi
G. K. Rajini

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1876996

556 views

Original Research

Accepted on 09 Sep 2026

Photonic AI for Deeper Understanding of the Planck Epoch

in Machine Learning and Artificial Intelligence

Aleksandr Raikov

Frontiers in Artificial Intelligence

121 views

Original Research

Accepted on 08 Sep 2026

TrustFedSkin: A Trustworthy Federated Learning Framework for Skin Lesion Classification Using Domain Adaptation, Uncertainty Quantification, Calibration, and Selective Referral

in Machine Learning and Artificial Intelligence

Dr. Om Kumar
Abhigyan Sinha
Arushi Ranjan

Frontiers in Artificial Intelligence

116 views

Original Research

Accepted on 08 Sep 2026

Enhancing Vehicle Routing Problem through a Qubit-Efcient Symmetric Arc Reduction using Quantum Approximate Optimization Algorithm

in Machine Learning and Artificial Intelligence

Jayaraja A
Senthil Kumaran U

Frontiers in Artificial Intelligence

133 views

Original Research

Accepted on 08 Sep 2026

Robust Multi-Class DDoS and Fraud Detection Using a Context-Adaptive Deep Evolutionary Game Framework with CNN–BiGRU

in Machine Learning and Artificial Intelligence

Priya V
Ashwini V

Frontiers in Artificial Intelligence

121 views

Original Research

Accepted on 08 Sep 2026

Defending Against Deepfake Speech Attacks via Feature Dropout and Dropin Regularization in Large Audio Language Models

in Machine Learning and Artificial Intelligence

Yupei Li
Yixiong Fang
Jiahao Xue
Manuel Milling
Bj¨orn W. Schuller

Frontiers in Artificial Intelligence

118 views

Editorial

Published on 07 Sep 2026

Editorial: Advanced integration of large language models for autonomous systems and critical decision support

in Machine Learning and Artificial Intelligence

I. de Zarzà
J. de Curtò
Carlos T. Calafate

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1962295

574 views

Original Research

Published on 07 Sep 2026

Unsupervised deep learning framework for early detection of wellbore trajectory deviation in drilling operations

in Machine Learning and Artificial Intelligence

Prabhat Singh
Bushitha Vickram
Annmaria Benny
Kadeeja Mariyam
Sudakshina Dan
R. Harishwaran
B. Naveen Kumar
M. Aslam Abdullah

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1942787

671 views

Original Research

Published on 04 Sep 2026

A robust privacy-preserving federated framework for kidney CT image classification using transfer learning models

in Machine Learning and Artificial Intelligence

Sai Sri Hemantha Konala
Srinivas Koppu

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1840721

918 views

Original Research

Published on 03 Sep 2026

Robust vision transformer adaptation for UAV imagery

in Machine Learning and Artificial Intelligence

Jagan Murugesan
P. Helen Vijitha
L. Jai Vinita
A. K. Parvathy
P. N. Jeipratha

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1867313

396 views

Original Research

Published on 03 Sep 2026

The impact of artificial intelligence with multi-head self-attention based deep learning model for students' academic performance monitoring

in Machine Learning and Artificial Intelligence

Mahmoud Ragab

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1904923

805 views

Original Research

Published on 03 Sep 2026

Multi-resolution perceiver-based residual attention for explainable fault diagnosis in power transmission systems

in Machine Learning and Artificial Intelligence

Shantanu Dinesh Wani
S. Abinaya
S. Abirami
R. Priyadarshini

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1903342

740 views

Original Research

Published on 03 Sep 2026

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

in Machine Learning and Artificial Intelligence

Shameli R.
Sujatha Rajkumar

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1832131

832 views

Original Research

Accepted on 31 Aug 2026

ANN-Driven Analysis of Cattaneo-Christov Heat Transfer and Entropy Generation in Maxwell Hybrid Nanofluid Flow through a Porous Cone

in Machine Learning and Artificial Intelligence

Bhuvana M
Durgaprasad P

Frontiers in Artificial Intelligence

180 views

Original Research

Accepted on 31 Aug 2026

LEFTNet: Low-Frequency Enhanced Feature Transmission Network for Dual-Branch Collaborative Single Image Dehazing

in Machine Learning

Beesetti Vanitha
Chintakindi Balaram Murthy

Frontiers in Artificial Intelligence

197 views

Systematic Review

Published on 31 Aug 2026

Accuracy–latency trade-offs and absent embedded validation in deep learning driver drowsiness detection: a PRISMA systematic review

in Machine Learning

Christian Wilbert Salas Yupanqui
Cristhian Edy Llanque Tipo
Frank Diego Choquehuanca Huayhua
Angel Rosendo Condori-Coaquira
David Mamani-Pari
Milton Edward Humpiri-Flores
Esteban Tocto-Cano

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1871926

635 views

Original Research

Published on 31 Aug 2026

Benchmark-grounded self-supervised contrastive learning for AMI-based distribution grid monitoring

in Machine Learning and Artificial Intelligence

Ling Zhang
Bowei Yang
Xingsi Ke
Hong Zhao
Wenhua Zhang
Yumin Yao

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1868885

568 views

731 articles

articles

Predicting global horizontal irradiance using regression-based machine learning models in high-altitude environments

From model failure to system harm: operationalizing a sociotechnical pathway for healthcare AI safety

SkinNet X: A Task Coupled Feature Interaction Framework for Joint Skin Lesion Segmentation and Classification

MSAR: multi-stage adversarial representation learning for robust financial entity-level sentiment analysis

NeuroTrustNet: a cost-effective multimodal ensemble framework for brain tumor classification under cross-dataset variability

TL-CRANN: A Transfer-learning-Based Hybrid CNN-RNN Model with Attention Mechanism for Cross-Domain IoT Attack Detection

NBE-VLT-PFO: hybrid deep learning transformer architecture for joint estimation of lithium-ion batteries

Deep learning-based EV battery fault diagnosis using RBBMO with CAR-TATNET detection approach

Photonic AI for Deeper Understanding of the Planck Epoch

TrustFedSkin: A Trustworthy Federated Learning Framework for Skin Lesion Classification Using Domain Adaptation, Uncertainty Quantification, Calibration, and Selective Referral

Enhancing Vehicle Routing Problem through a Qubit-Efcient Symmetric Arc Reduction using Quantum Approximate Optimization Algorithm

Robust Multi-Class DDoS and Fraud Detection Using a Context-Adaptive Deep Evolutionary Game Framework with CNN–BiGRU

Defending Against Deepfake Speech Attacks via Feature Dropout and Dropin Regularization in Large Audio Language Models

Editorial: Advanced integration of large language models for autonomous systems and critical decision support

Unsupervised deep learning framework for early detection of wellbore trajectory deviation in drilling operations

A robust privacy-preserving federated framework for kidney CT image classification using transfer learning models

Robust vision transformer adaptation for UAV imagery

The impact of artificial intelligence with multi-head self-attention based deep learning model for students' academic performance monitoring

Multi-resolution perceiver-based residual attention for explainable fault diagnosis in power transmission systems

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

ANN-Driven Analysis of Cattaneo-Christov Heat Transfer and Entropy Generation in Maxwell Hybrid Nanofluid Flow through a Porous Cone

LEFTNet: Low-Frequency Enhanced Feature Transmission Network for Dual-Branch Collaborative Single Image Dehazing

Accuracy–latency trade-offs and absent embedded validation in deep learning driver drowsiness detection: a PRISMA systematic review

Benchmark-grounded self-supervised contrastive learning for AMI-based distribution grid monitoring