Original Research
Published
CyberShield analytics: SHAP-guided stacking ensembles for organizational risk resilience
Sadiya Chowdhury · Abdullah Al Imtihan
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1878587
Library
Articles
Every article on Frontiers is peer reviewed, permanently archived and free to read.
Showing 30 articles
Original Research
Published
Explainable fine-grained feature enhancement framework for strawberry diagnostic decision making
Hye-Young Wang · Seoung-Ho Choi
Frontiers in Plant Science
doi 10.3389/fpls.2026.1941698
Systematic Review
Published
Beyond the black box in healthcare operations: a structured literature review and governance framework for explainable AI in clinical process intelligence systems
Albert Adusei Brobbey · Narayan Bhosale · James Ackom
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1864565
Systematic Review
Published
Artificial intelligence, explainable deep learning, and generative models for osteoporosis and bone disease prediction: a systematic review and future research roadmap
M. Raja · Avulapalli Jayaram Reddy
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1930437
Review
Published
Intelligent defense at the edge: a comprehensive survey of federated learning, TinyML and explainable AI for intrusion detection in IoT and IIoT ecosystems
S. Sarath Kumar · M. Asha Jerlin
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1900815
Review
Published
Explainable artificial intelligence (XAI) in schizophrenia: enhancing transparency in clinical decision-making
Kshitij Srivastava · Ruby Srivastava
Frontiers in Systems Biology
doi 10.3389/fsysb.2026.1898853
Original Research
Published
Decentralized blockchain governance for explainable causal AI in macroeconomic forecasting
Oumaima Abouzaid · Faouzi Boussedra
Frontiers in Blockchain
doi 10.3389/fbloc.2026.1883639
Opinion
Published
Ten key considerations for developing interpretable risk prediction models
Xi Zhang · Wenjie Xu · David R. Smith
Frontiers in Bioinformatics
doi 10.3389/fbinf.2026.1878681
Systematic Review
Published
Explainable artificial intelligence in dental imaging: a systematic review of interpretability and the current state of trust evidence
Wlla E. Al-Hammad · Mohammad Y. Khatatbeh · Ghaida AlJamal · Mohammed Q. Shatnawi · Bara'a Fawaeer · Salem Alhatamleh · Abdel Rahman F. Shawaqfeh · Haron El-Rasheed Nijim · Muneer A. Al-Refai · Ahmad F. Hindawi · Anas Odat · Shams Eldin M. Saleh · Abdel Rahman M. Alzoubi · Khaled W. Tashtoush · Ahmad M. Alkhamaiseh · Loay E. Al-Hammad
Frontiers in Dental Medicine
doi 10.3389/fdmed.2026.1948676
Original Research
Published
Explainable and cyber-resilient vision transformers for joint steering and collision-avoidance perception in autonomous drone navigation: a multi-task Grad-CAM framework
Chinyere Grace Kennedy · Mukiibi Moses · Simeon Okechukwu Ajakwe
Frontiers in Future Transportation
doi 10.3389/ffutr.2026.1923890
Editorial
Published
Editorial: Smart forecasting: deep learning and explainable AI for real-world time series prediction
Leonard Barolli · Antonino Ferraro · Antonio Galli · Francesco Moscato
Frontiers in Big Data
doi 10.3389/fdata.2026.1954626
Original Research
Published
GRALIS-Report: auditable region-level attribution and structured clinical report generation for breast cancer histology
Raimondo Fanale
Frontiers in Imaging
doi 10.3389/fimag.2026.1885292
Editorial
Published
Editorial: Machine learning algorithms and software tools for early detection and prognosis of schizophrenia
Amit Singhal · Megha Agarwal · Animesh Kumar Paul · Bishal Lamichhane
Frontiers in Computational Neuroscience
doi 10.3389/fncom.2026.1966648
Original Research
Published
Explainable deep learning with novel marine domain metrics for oil spill detection
Tokula I. Umaha · Felix Ale · Ikpaya D. Ikpaya · John A. Momoh · Steve A. Adeshina · Humbulani Simon Phuluwa · Ilesanmi A. Daniyan
Frontiers in Mechanical Engineering
doi 10.3389/fmech.2026.1919085
Original Research
Published
Interpretable AI for neural signal decoding in dementia: an EEG ensemble approach to differential diagnosis
Fawad Muhammad · Irfan Ahmed Usmani · Muhammad Aamir · Mai Alduailij · Mehrez Marzougui · Rab Nawaz
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1902549
Original Research
Published
InfoMedex: drug-drug interaction prediction via a multimodal CNN-transformer model
Andrew Disharoon · Shifi Pasupuleti · Clark Thurston · Matt Fiore · Sadie McKenzie · Alysia Smith · Aaron J. Masino
Frontiers in Drug Safety and Regulation
doi 10.3389/fdsfr.2026.1841035
Original Research
Published
Enhancing IoT botnet detection with explainable ensemble learning
Linda Joseph · Sambath M. · Vivekanandan M.
Frontiers in Big Data
doi 10.3389/fdata.2026.1811967
Review
Published
Artificial intelligence in aquaculture: human-centered innovation, ethical governance, and data foundations for sustainable blue growth
Jaynos R. Cortes
Frontiers in Aquaculture
doi 10.3389/faquc.2026.1907758
Review
Published
A generative AI multi-agent framework with integrated XAI governance for cancer diagnostics: from multi-omics interpretation to lifestyle risk stratification
Chamseddine Barki · Mariem Chouchen · Afef Sediri · Halil İbrahim Ceylan · Hanene Boussi Rahmouni · Raul Ioan Muntean · Hesham R. El-Seedi · Nicola Luigi Bragazzi · Ismail Dergaa
Frontiers in Systems Biology
doi 10.3389/fsysb.2026.1892418
Original Research
Published
Explainable 3D vision transformer framework for detecting brain anomalies in neuropsychiatric subtypes of Parkinson's disease
Carlos Jiménez-Farfán · Alisson Constantine-Macias · Isaac León · Juan Pisco-Jordán · Luis Ramos-Pozo · Enrique Pelaez · Ana Tapia-Rosero · Edwin Valarezo-Añazco · Ignacio Obeso · Ana Briones-Chonillo · Maria José Miranda · Luis Yepez-Guerra · Francis R. Loayza
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1810223
Original Research
Published
Explainable HybridEnsemble approach with golden jackal optimization for AGB estimation using multi-sensor remote sensing
Abraham Aidoo Borsah · Man Sing Wong · Majid Nazeer · Shao-Yuan Leu · Jin Wu · Amos P. K. Tai · Janet Elizabeth Nichol
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1804569
Original Research
Published
A quantitative framework for explainability assessment in medical imaging
Raimondo Fanale · Roberto Caldelli · Barbara Martini · Filippo Sciarrone
Frontiers in Imaging
doi 10.3389/fimag.2026.1846414
Perspective
Published
From prediction to practice: artificial intelligence as an enabling layer in liver transplant care – reflections on ILTS 2025
Ali Zarrinpar · Avery F. Orinion
Frontiers in Transplantation
doi 10.3389/frtra.2026.1879684
Original Research
Published
Multi-scale pyramid spatial atrous channel attention enhanced ResNet50V2 for explainable pulmonary fibrosis diagnosis
K. Mahapackialakshmi · G. Jaffino
Frontiers in Signal Processing
doi 10.3389/frsip.2026.1787092
Mini Review
Published
Explainable artificial intelligence for the analysis of histopathological images of breast cancer: methods, interpretability and emerging directions
Raimondo Fanale · Barbara Martini · Filippo Sciarrone · Roberto Caldelli
Frontiers in Signal Processing
doi 10.3389/frsip.2026.1795809
Mini Review
Published
Explainable artificial intelligence approaches in cardiovascular imaging: methodological advances and clinical implications
Wentao Yan · Rui Sun · Li Shen
Frontiers in Signal Processing
doi 10.3389/frsip.2026.1797749
Original Research
Published
CBAM-enhanced lightweight CNN for wafer map defect classification
Mst. Rokeya Khatun · Fahmid Al Farid · Sharith Dhar · Md. Saiful Islam · Jia Uddin · Hezerul bin Abdul Karim
Frontiers in Electronics
doi 10.3389/felec.2026.1750707
Original Research
Published
Autonomous federated defense for zero-day threats in IIoT: explainable agents with real-time edge inference
William Villegas-Ch · Rommel Gutierrez · Jaime Govea · Pablo Palacios
Frontiers in Communications and Networks
doi 10.3389/frcmn.2025.1697204
Smart Grids
Published
CatBoost-enhanced convolutional neural network framework with explainable artificial intelligence for smart-grid stability forecasting
Stephanie Ness
Frontiers in Smart Grids
doi 10.3389/frsgr.2025.1617763
the Internet of Things
Published
Securing the future: AI-driven cybersecurity in the age of autonomous IoT
Fabian Chukwudi Ogenyi · Chinyere Nneoma Ugwu · Okechukwu Paul-Chima Ugwu
Frontiers in the Internet of Things
doi 10.3389/friot.2025.1658273