Frontiers in Artificial Intelligence | Machine Learning and Artificial Intelligence

Original Research

Published on 14 May 2026

Execution-bound advisory automation for agentic AI: a reproducible AIBOM-driven CSAF-VEX framework

in Machine Learning and Artificial Intelligence

Petar Radanliev
Omar Santos
Carsten Maple
Kayvan Atefi

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1826384

218 views

Original Research

Published on 14 May 2026

Dynamic nested hierarchies: self-evolving machine learning architectures for lifelong learning

in Machine Learning and Artificial Intelligence

Akbar Anbar Jafari
Cagri Ozcinar
Gholamreza Anbarjafari

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1804338

394 views

Original Research

Accepted on 13 May 2026

Building Large-Scale English–Romanian Literary Translation Resources with Open Models

in Machine Learning and Artificial Intelligence

Andreea Tomescu
Mihai Nadas
Laura Diosan
Andrei Piscoran

Frontiers in Artificial Intelligence

Perspective

Published on 13 May 2026

Building MCP-native hierarchical AI scientist ecosystems: a perspective on scaling multi-agent scientific discovery

in Machine Learning and Artificial Intelligence

Ling Yue
Ching-Yun Ko
Pin-Yu Chen
Shimin Di
Shaowu Pan

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1820375

627 views

Original Research

Published on 13 May 2026

Adversarial robustness of LLM-based multi-agent systems for engineering problems

in Machine Learning and Artificial Intelligence

Lorenz Wiesmeier
Matthias Busch
Marius Tacke
Kevin Linka
Christian Cyron
Roland Aydin

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1784484

568 views

Original Research

Accepted on 12 May 2026

A Multi-Scale Transformer-Enhanced YOLO Framework for Unified Road Damage Detection and Boundary-Aware Segmentation

in Machine Learning and Artificial Intelligence

Bakhytzhan Kulambayev
Olzhas Olzhayev
Azizah Suliman

Frontiers in Artificial Intelligence

139 views

Original Research

Accepted on 11 May 2026

CITADEL: A Post-Quantum Secure Blockchain Framework for Privacy-Preserving Electronic Health Records with Temporal Federated Learning

in Machine Learning and Artificial Intelligence

Vijayarajan V
Nagaraj S

Frontiers in Artificial Intelligence

122 views

Original Research

Accepted on 11 May 2026

A Lightweight CNN–Transformer Hybrid Architecture with Channel Attention for Real-Time Hazardous Acoustic Event Detection

in Machine Learning and Artificial Intelligence

Aigerim Altayeva
Nurzhan Omarov

Frontiers in Artificial Intelligence

Original Research

Accepted on 11 May 2026

HB-Net: A Hybrid Deep Feature Fusion and Ensemble Learning Framework for Multi-Class Skin Lesion Classification

in Machine Learning and Artificial Intelligence

Mahalakshmi G
Chanthini Baskar
Sasithradevi A

Frontiers in Artificial Intelligence

Original Research

Published on 11 May 2026

Advanced behavioral malware detection: a comprehensive MLOps framework with federated learning and real-time drift detection

in Machine Learning and Artificial Intelligence

Mohammed El-Hajj
Mohammad Al Jawad Zeineddine

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1811692

403 views

Original Research

Published on 11 May 2026

Short-term load forecasting using a metaheuristic optimized temporal fusion transformer with decomposition technique

in Machine Learning and Artificial Intelligence

Radhika Chandrasekaran
Senthil Kumar Paramasivan

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1797906

460 views

Original Research

Accepted on 08 May 2026

TSA-HGNN: A Stability-Aware Multi-Scale Temporal Graph Neural Network for Dynamic Community Detection

in Machine Learning and Artificial Intelligence

Gowthami Vusirikkayala
MADHU VISWANATHAM V

Frontiers in Artificial Intelligence

185 views

Mini Review

Published on 08 May 2026

Rethinking criminal profiling through cognitive artificial intelligence

in Machine Learning and Artificial Intelligence

Jorge Buele
Davis Miranda-Toapanta
David Rojas-Cañizares

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1824060

527 views

Original Research

Published on 08 May 2026

Learning instance-specific counterfactual models for continuous treatments using hypernetworks

in Machine Learning and Artificial Intelligence

Roger Pros
Jordi Vitrià

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1819009

394 views

Original Research

Published on 08 May 2026

AQFormer: severity-aware transformer with aphasia-specific CAM for spoken keyword classification in aphasic speech

in Machine Learning and Artificial Intelligence

Gowri Prasood Usha
John Sahaya Rani Alex

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1786757

429 views

Technology and Code

Published on 08 May 2026

Spark: modular spiking neural networks

in Machine Learning and Artificial Intelligence

Mario Franco
Carlos Gershenson

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1817837

454 views

Original Research

Accepted on 07 May 2026

Task-aware Cross-modal Refinement and Liquid Fusion for Text-Visual Grounding

in Machine Learning and Artificial Intelligence

Zhirong Li
Changliang Wang
Yongheng Pang
Junchang Xin
Jiaming Zhang
Yunhe Sun

Frontiers in Artificial Intelligence

119 views

Original Research

Published on 07 May 2026

Hybrid Ant-Baby Optimizer and BiLSTM framework for high-performance IoT intrusion detection

in Machine Learning and Artificial Intelligence

Anbarasu Balakrishnan
Praveen Kumar Reddy Maddikunta

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1795030

531 views

Original Research

Accepted on 06 May 2026

U-SplitDoRA: An Improved Privacy Preserved U-shaped Split Parameter-Efficient Fine-Tuning Framework through Weight-Decomposition for Large Language Models

in Machine Learning and Artificial Intelligence

Samar Singh
Brindha Subburaj
Alagewaran R
Sherly Alphonse

Frontiers in Artificial Intelligence

124 views

Original Research

Accepted on 05 May 2026

An Open-source Optimization Model for Sustainable Open-pit Mine Production Scheduling

in Machine Learning and Artificial Intelligence

Justina Senam Lotsu
Gilbert Yaw Bimpong
Kwaku Boakye

Frontiers in Artificial Intelligence

226 views

Original Research

Accepted on 05 May 2026

Hybrid machine learning forecasting for resilient and sustainable pharmaceutical supply chains under regulatory and seasonal disruption

in Machine Learning and Artificial Intelligence

Khalid Yahya
Mehdi Safaei
Saleh Al Dawsari

Frontiers in Artificial Intelligence

285 views

Data Report

Published on 05 May 2026

ExplainTS: a benchmark dataset of pretrained models and post-hoc explanations for time-series classification

in Machine Learning and Artificial Intelligence

Maciej Mozolewski
Szymon Bobek
Grzegorz J. Nalepa

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1759110

619 views

Original Research

Accepted on 04 May 2026

LLMs for Industrial Databases: An Agro-Food Production Plant Use Case

in Machine Learning and Artificial Intelligence

Lacramioara Dranca
Pablo Donate
Julio A. Sanguesa
Piedad Garrido
Vicente Torres-Sanz
Francisco J. Martinez

Frontiers in Artificial Intelligence

182 views

Original Research

Accepted on 04 May 2026

ENSEMBLE DEEP LEARNING DENOISING (EDLD) MODEL AND OPTIMIZED OTSU SEGMENTATION FOR ALZHEIMER'S DISEASE DIAGNOSIS OF MRI IMAGES

in Machine Learning and Artificial Intelligence

Amuthan S
Senthilkumar N C

Frontiers in Artificial Intelligence

191 views

588 articles

articles

Execution-bound advisory automation for agentic AI: a reproducible AIBOM-driven CSAF-VEX framework

Dynamic nested hierarchies: self-evolving machine learning architectures for lifelong learning

Building Large-Scale English–Romanian Literary Translation Resources with Open Models

Building MCP-native hierarchical AI scientist ecosystems: a perspective on scaling multi-agent scientific discovery

Adversarial robustness of LLM-based multi-agent systems for engineering problems

A Multi-Scale Transformer-Enhanced YOLO Framework for Unified Road Damage Detection and Boundary-Aware Segmentation

CITADEL: A Post-Quantum Secure Blockchain Framework for Privacy-Preserving Electronic Health Records with Temporal Federated Learning

A Lightweight CNN–Transformer Hybrid Architecture with Channel Attention for Real-Time Hazardous Acoustic Event Detection

HB-Net: A Hybrid Deep Feature Fusion and Ensemble Learning Framework for Multi-Class Skin Lesion Classification

Advanced behavioral malware detection: a comprehensive MLOps framework with federated learning and real-time drift detection

Short-term load forecasting using a metaheuristic optimized temporal fusion transformer with decomposition technique

TSA-HGNN: A Stability-Aware Multi-Scale Temporal Graph Neural Network for Dynamic Community Detection

Rethinking criminal profiling through cognitive artificial intelligence

Learning instance-specific counterfactual models for continuous treatments using hypernetworks

AQFormer: severity-aware transformer with aphasia-specific CAM for spoken keyword classification in aphasic speech

Spark: modular spiking neural networks

Task-aware Cross-modal Refinement and Liquid Fusion for Text-Visual Grounding

Hybrid Ant-Baby Optimizer and BiLSTM framework for high-performance IoT intrusion detection

U-SplitDoRA: An Improved Privacy Preserved U-shaped Split Parameter-Efficient Fine-Tuning Framework through Weight-Decomposition for Large Language Models

An Open-source Optimization Model for Sustainable Open-pit Mine Production Scheduling

Hybrid machine learning forecasting for resilient and sustainable pharmaceutical supply chains under regulatory and seasonal disruption

ExplainTS: a benchmark dataset of pretrained models and post-hoc explanations for time-series classification

LLMs for Industrial Databases: An Agro-Food Production Plant Use Case

ENSEMBLE DEEP LEARNING DENOISING (EDLD) MODEL AND OPTIMIZED OTSU SEGMENTATION FOR ALZHEIMER'S DISEASE DIAGNOSIS OF MRI IMAGES