Journal: Machine Learning and Knowledge Extraction

Volume 8, Issue 6

0 -- 0Khrystyna Lipianina-Honcharenko, Pavlo Bykovyy, Andriy Krysovatyy, Myroslav Komar, Borys Yazlyuk. Scenario-Adaptive Evaluation of Trustworthy Fine-Tuned Text Models Across Knowledge-Grounded Generation and Misinformation Detection
0 -- 0Richard Jiang 0001, Yongchen Zhou, Boyuan Wang, Plamen Angelov 0001, Qiang Ni. XAI2Brain: A Perspective on Mechanistic Interpretability for Brain-AI Alignment
0 -- 0Lebede Ngartera, Saralees Nadarajah, Rodoumta Koina, Youssou Gningue. BRAG: Bayesian Retrieval-Augmented Generation; A Methodological Framework for Evidence-Governed Decision Support
0 -- 0Andreea-Maria Tanasa, Simona Vasilica Oprea, Adela Bâra. What PISA Measures and What It Misses: A Two-Stage LLM-Based Alignment of IT Workforce Skills with Educational Proficiency
0 -- 0Mikiyas Alemayehu, Mohamed Chahine Ghanem, Hamza Kheddar. Edge-Optimized Deep and Transfer Learning for Efficient DDoS Detection in IIoT Networks
0 -- 0Sarala Ghimire, Turgay Çelik 0001, Martin Gerdes, Christian W. Omlin. Looking Ahead When It Is Safe: An Uncertainty-Aware Paradigm for Blood Glucose Prediction with Dynamic Horizon Control
0 -- 0Abdullah Hosseini, Ahmed Serag. MedToolica: Finetuning-Free Agentic Compositional Tool Learning for 3D CT Reasoning
0 -- 0Luminous Ogochukwu Akazua, Jianlong Zhou, Fang Chen 0001, Niusha Shafiabady, George Yijun Tian, Andreas Holzinger, Heimo Müller. Explainable Conversational Agents for Mobile Health Coaching Systems: Trust Factors, Progress and Opportunities
0 -- 0Jesús Jaime Moreno Escobar. Preserving Spatial and Frequency Information in CNNs: Hilbert Curve Flattening and Wavelet Pooling for Explainable Medical Image Analysis
0 -- 0Tsuyoshi Okita 0002. Stratified Fréchet Distance: A Three-Layer Diagnostic Framework for Conditional Time Series Generation Under Data Scarcity
0 -- 0Alidor M. Mbayandjambe, Selain K. Kasereka, Darren Kevin T. Nguemdjom, Petro Mushidi Tshakwanda, Milena Savova-Mratsenkova, Tasho Tashev. Integrating Hybrid Attention Mechanisms into CNN-Based Architectures to Enhance Image Classification and Interpretability
0 -- 0Bhagiradh Kantheti, Carlos A. Paz de Araujo. Decoupling Privacy Noise from Optimization in Transformer Forecasting
0 -- 0Diego Sangiorgi, Elisa Mikus, Mariafrancesca Fiorentino, Antonino Costantino, Simone Calvi, Elena Tenti, Anna Milione, Carlo Savini. Lack of Evidence for Well-Separated Clinical Phenotypes in Surgically Treated Infective Endocarditis Using Routine Clinical Variables: A Machine Learning Approach
0 -- 0Hüseyin Kutlu, Cemil Colak. UncerKAN-Mamba: A Clinically Robust, Transparent, and Explainable AI Framework for Low-Latency Skin Lesion Segmentation with Deterministic Single-Pass Uncertainty Estimation
0 -- 0Aigerim Aitim, Anel Auyezova, Bakhtgerey Sinchev, Aksulu Mukhanova. From Legal Text to NP-Complete Decision Models: MPNet Retrieval and Policy Information Extraction
0 -- 0Rodrigo Eduardo Arevalo-Ancona, Manuel Cedillo-Hernandez. Unnoticeable Hybrid Watermarking for Deep Neural Network Authentication Using Auxiliary Hidden Layers
0 -- 0Ziyad Azzaz, Omar Khaled, Esraa Khatab, Hany Said, Omar Shalash. EASE-PVNet: Robust Periocular Identity Verification Across Pre- and Post-Operative Facial Images
0 -- 0Anjana Geetha, K. L. Nisha, Arun Sankar Muttathu Sivasankara Pillai, Sreenath Rajeev. Temporal Knowledge Extraction Through BayeStack with Multi-Level Explainability for Optimal Sepsis Classification
0 -- 0Ahmad S. Tarawneh, Omar Lasassmeh, Anas A. Alkasasbeh, Abdulkareem Alzahrani, Khalid Almohammadi, Maha Alamri, Ahmad B. A. Hassanat. Harmonic and Phase-Modulated Activation Functions for Implicit Neural Representations: A Comprehensive Benchmark Study
0 -- 0Alyaa Amer, Noha Ghatwary, Salema Fayed, Sahar Magdy, Alla Hussein, Rania Kadry, Amina Abdelmaksoud. EA-StrongSORT: An Efficient Attention StrongSORT Framework for Detection-Based Tumor Tracking in Cine-MRI TrackRAD2025 Dataset
0 -- 0Xin Liu 0163, Nor Ashidi Mat Isa, Chao Chen, Hanxu Liu, Chao Wang, Fajin Lv. Wavelet-Guided Mamba-Attention Network for Boundary-Aware Colorectal Polyp Segmentation
0 -- 0Frank Emmert-Streib. Digital Twins: A Computational Realization of the Scientific Method in Dynamical Systems
0 -- 0Alejandro Carmona-Martínez, Antonio J. Jara, Alicia Asín. A Sovereign Conversational Assistant Powered by ALIA and Mistral for the AI Act Age: Architecture, Governance, and Evaluation
0 -- 0Wazha Mmereki, Rodrigo S. Jamisola, Zoe C. Jewell, Tinao Petso, Oduetse Matsebe, Sky K. Alibhai. XTrail-ID: An Explainable AI Human Footprint Trail Identification on Soil Substrate Using Unsupervised Machine Learning from UAV Imagery
0 -- 0Rubén Gómez, Carlos E. Miranda, Julio-Alejandro Romero-González, Diana Margarita Córdova Esparza, Gendry Alfonso Francia, Edgar A. Chavez-Urbiola, Alfonso Ramirez-Pedraza, Juan R. Terven. Large Language Model Benchmarks: A Taxonomy of Capabilities, Scientific Quality Assessment, and Saturation Analysis
0 -- 0Uma M. Lal-Trehan Estrada, Sunil A. Sheth, Arnau Oliver, Xavier Lladó, Luca Giancardo. Ensemble Variability as a Signal of Confounding in Medical Imaging Models
0 -- 0Iliana Pérez Pupo, Luis Alvarado Acuña, Pedro Yobanis Piñero Pérez, Raykenler Yzquierdo-Herrera, Maikel Yelandi Leyva Vázquez. Generative Artificial Intelligence and Probabilistic Trees for the Linguistic Data Summarization in Wave Energy Decision-Making
0 -- 0Wael Kassem. Interpretable Machine Learning for the Shear Capacity of RC Corbels: A Validated, Application-Driven Model
0 -- 0Chaima Ben Rabah, Ahmed Serag. Do Foundation Models Truly Outperform Domain-Specific Models? Evidence from Digital Pathology
0 -- 0Lovro Sever, Petar Kosec, Stanko Skec, Tomislav Martinec. Generation of Synthetic Dataset for Part Segmentation Problems
0 -- 0Nicolae Tarba, Costin-Anton Boiangiu, Mihai-Lucian Voncila. Document Image Binarization Using Various Machine Learning Models and Ensembles Trained on Classic Local and Global Binarization Algorithms and Image Statistics