Frontiers in Artificial Intelligence | Machine Learning and Artificial Intelligence

Mini Review

Published on 09 Jan 2026

Unmasking the Clever Hans effect in AI models: shortcut learning, spurious correlations, and the path toward robust intelligence

in Machine Learning and Artificial Intelligence

Abhay Kumar Pathak
Manjari Gupta
Garima Jain

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1692454

1,588 views

Original Research

Published on 09 Jan 2026

An improved YOLOv8n with multi-scale feature fusion for real time and high precision railway track defect detection

in Machine Learning and Artificial Intelligence

Zhihong Zhang
Liling Zhang
Xin Lu
Tingting Ma
Feng Huang
Sheng Zhong

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1711309

936 views

Original Research

Published on 08 Jan 2026

Explainable AI-driven MRI-based brain tumor classification: a novel deep learning approach

in Machine Learning and Artificial Intelligence

Vinayaka R. Srinivas
Ramasubramanian Parvathi

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1700214

2,300 views

Original Research

Published on 05 Jan 2026

Optimized multi agent reinforcement learning algorithms with hybrid BiLSTM for cost efficient EV charging scheduling

in Machine Learning and Artificial Intelligence

Urvashi Khekare
Rajay Vedaraj I. S.

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1700664

1,011 views

Methods

Published on 05 Jan 2026

Convolutional neural networks and mixture of experts for intrusion detection in 5G networks and beyond

in Machine Learning and Artificial Intelligence

Loukas Ilias
George Doukas
Vangelis Lamprou
Christos Ntanos
Dimitris Askounis

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1708953

774 views
3 citations

Perspective

Published on 05 Jan 2026

Bridging computational power and environmental challenges: a perspective on neural network predictive models for environmental engineering

in Machine Learning and Artificial Intelligence

Jussen Facuy
Diego Arcos-Jacome

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1708369

805 views

Original Research

Published on 05 Jan 2026

A Turing Test for artificial nets devoted to vision

in Machine Learning and Artificial Intelligence

Jorge Vila-Tomás
Pablo Hernández-Cámara
Qiang Li
Valero Laparra
Jesús Malo

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1665874

927 views

Original Research

Accepted on 25 Dec 2025

A Cross-Platform Toolchain for Porting Software to an OpenRISC-based SoC on FPGA

in Machine Learning and Artificial Intelligence

Roland Szabo

Frontiers in Artificial Intelligence

289 views

Original Research

Published on 19 Dec 2025

Self-evolving cognitive substrates through metabolic data processing and recursive self-representation with autonomous memory prioritization mechanisms

in Machine Learning and Artificial Intelligence

Mohammadreza Nehzati

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1689727

1,436 views

Original Research

Published on 19 Dec 2025

Retrieving interpretability to support vector machine regression models in dynamic system identification

in Machine Learning and Artificial Intelligence

Johan Pena-Campos
Diego Patino
Carlos Ocampo-Martinez
Julio C. Ramos-Fernández
Margot Salas-Brown
Alexander Caicedo

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1706566

952 views

Original Research

Published on 17 Dec 2025

A new framework with convoluted oscillatory neural network for efficient object-based land use and land cover classification on remote sensing images

in Machine Learning and Artificial Intelligence

Chirag Jitendra Chandnani
Shlok Chetan Kulkarni
Geraldine Bessie Amali D
Rohini Selvaraj

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1696859

1,034 views

Original Research

Published on 17 Dec 2025

Generative and Predictive AI for digital twin systems in manufacturing

in Machine Learning and Artificial Intelligence

Dan Dai
Baixiang Zhao
Zhiwen Yu
Pasquale Franciosa
Dariusz Ceglarek

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1655470

2,864 views
1 citation

Original Research

Published on 17 Dec 2025

Autonomous cyber-physical security middleware for IoT: anomaly detection and adaptive response in hybrid environments

in Machine Learning and Artificial Intelligence

Iván Ortiz-Garcés
William Villegas-Ch
Sergio Luján-Mora

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1675132

1,508 views

Correction

Published on 16 Dec 2025

Correction: Synchronizing LLM-based semantic knowledge bases via secure federated fine-tuning in semantic communication

in Machine Learning and Artificial Intelligence

Long Li
Yuanhang He
Rui Xu
Bei Chen
Boyu Han
Yuanyuan Zhao
Jianhua Li

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1758660

716 views

Original Research

Published on 15 Dec 2025

Deep learning neural networks-based traffic predictors for V2X communication networks

in Machine Learning and Artificial Intelligence

Marina Magdy Saady
Hatim Ghazi Zaini
Mohamed Hassan Essai Ali
Sahar A. El_Rahman
Osama A. Omer
Ali R. Abdellah
Shaima Elnazer

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1701951

1,336 views

Editorial

Published on 11 Dec 2025

Editorial: Disinformation countermeasures and artificial intelligence

in Machine Learning and Artificial Intelligence

Ludmilla H. Huntsman

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1750972

1,484 views

Original Research

Accepted on 08 Dec 2025

Transformer Enhanced based YOLOv8 Integration: A Hybrid Deep Learning Framework for Intelligent Insulator Defect Detection in High-Voltage Transmission Systems

in Machine Learning and Artificial Intelligence

Umer Farooq
Fan Yang
Jamshed Ali Shaikh

Frontiers in Artificial Intelligence

707 views

Conceptual Analysis

Published on 03 Dec 2025

The Test Pyramid 2.0: AI-assisted testing across the pyramid

in Machine Learning and Artificial Intelligence

Priyank Desai
Snahil Singh
Shubham Amilkanthwar

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1695965

2,587 views

Original Research

Published on 02 Dec 2025

Deep Q-Managed: a new framework for multi-objective deep reinforcement learning

in Machine Learning and Artificial Intelligence

Richardson Menezes
Thiago Henrique Freire de Oliveira
Luiz Paulo de Souza Medeiros
Adrião Duarte Dória Neto

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1683323

1,638 views

Original Research

Published on 02 Dec 2025

SeismoQuakeGNN: a hybrid framework for spatio-temporal earthquake prediction with transformer-enhanced models

in Machine Learning and Artificial Intelligence

Anny Leema
Ponnuraman Balakrishnan
Gladys Gnana Kiruba
Ganesarathinam Rajarajan
Stuti Goel
Prisha Aggarwal

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1690476

2,460 views

Original Research

Published on 01 Dec 2025

Crack detection in structural images using a hybrid Swin Transformer and enhanced features representation block

in Machine Learning and Artificial Intelligence

N. Anusha
L. Jani Anbarasi

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1655091

1,217 views

Original Research

Published on 27 Nov 2025

ADP-Net: a hierarchical attention-diffusion-prediction framework for human trajectory prediction

in Machine Learning and Artificial Intelligence

Zhenggui Zhang
Shanlin Xiao
Zhiyi Yu

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1690704

1,168 views

Editorial

Published on 27 Nov 2025

Editorial: Advances and challenges in AI-driven visual intelligence: bridging theory and practice

in Machine Learning and Artificial Intelligence

Bo Huang
Dawei Zhang
Qiao Liu

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1740331

980 views

Original Research

Accepted on 24 Nov 2025

An Uncertainty-Aware Reinforcement Learning Framework for Joint Demand Forecasting and Inventory Optimization

in Machine Learning and Artificial Intelligence

Baqiang Chen
Baqiang Chen

Frontiers in Artificial Intelligence

925 views

515 articles

articles

Unmasking the Clever Hans effect in AI models: shortcut learning, spurious correlations, and the path toward robust intelligence

An improved YOLOv8n with multi-scale feature fusion for real time and high precision railway track defect detection

Explainable AI-driven MRI-based brain tumor classification: a novel deep learning approach

Optimized multi agent reinforcement learning algorithms with hybrid BiLSTM for cost efficient EV charging scheduling

Convolutional neural networks and mixture of experts for intrusion detection in 5G networks and beyond

Bridging computational power and environmental challenges: a perspective on neural network predictive models for environmental engineering

A Turing Test for artificial nets devoted to vision

A Cross-Platform Toolchain for Porting Software to an OpenRISC-based SoC on FPGA

Self-evolving cognitive substrates through metabolic data processing and recursive self-representation with autonomous memory prioritization mechanisms

Retrieving interpretability to support vector machine regression models in dynamic system identification

A new framework with convoluted oscillatory neural network for efficient object-based land use and land cover classification on remote sensing images

Generative and Predictive AI for digital twin systems in manufacturing

Autonomous cyber-physical security middleware for IoT: anomaly detection and adaptive response in hybrid environments

Correction: Synchronizing LLM-based semantic knowledge bases via secure federated fine-tuning in semantic communication

Deep learning neural networks-based traffic predictors for V2X communication networks

Editorial: Disinformation countermeasures and artificial intelligence

Transformer Enhanced based YOLOv8 Integration: A Hybrid Deep Learning Framework for Intelligent Insulator Defect Detection in High-Voltage Transmission Systems

The Test Pyramid 2.0: AI-assisted testing across the pyramid

Deep Q-Managed: a new framework for multi-objective deep reinforcement learning

SeismoQuakeGNN: a hybrid framework for spatio-temporal earthquake prediction with transformer-enhanced models

Crack detection in structural images using a hybrid Swin Transformer and enhanced features representation block

ADP-Net: a hierarchical attention-diffusion-prediction framework for human trajectory prediction

Editorial: Advances and challenges in AI-driven visual intelligence: bridging theory and practice

An Uncertainty-Aware Reinforcement Learning Framework for Joint Demand Forecasting and Inventory Optimization