Latest Communications of International Proceedings articles

26
Dec
2025

Integration of Multimodal Coherence Features for Robust and Explainable Deepfake Detection with Clinical Dentistry Use Cases

AI-Driven Innovation and Smart Systems: 46AI 2025
This study presents a reproducible multimodal deepfake detection framework integrating visual, acoustic, and cross-modal coherence features for dental applications. Using the DeepFake RealWorld dataset (46,371 clips; 77% with audio), forty-seven interpretable descriptors were extracted across visual and bioacoustic domains. Cross-modal metrics, such as LSE-D/LSE-C and…
26
Dec
2025

Deep Network Representations as Reliable Indicators of Synthetic Content in Audiovisual and Clinical Contexts

AI-Driven Innovation and Smart Systems: 46AI 2025
This study introduces an interpretable framework for detecting synthetic audiovisual content using deep neural representations, applied to the DeepFake RealWorld (DFRW) dataset (46 371 clips; 77% with audio). Visual, acoustic, and cross-modal embeddings from ResNet, Vision Transformer, SlowFast, Wav2Vec2, and ECAPA-TDNN were evaluated with frequency-based…
26
Dec
2025

Concept for Automatic UI Generation for Hierarchical XML Structures in PLM Systems Based on a Hybrid Data Model

AI-Driven Innovation and Smart Systems: 46AI 2025
This paper presents a initial concept for automatic user interface (UI) generation for multi-level hierarchical data structures (e.g., BOMs, variants, revisions) in PLM systems. It builds on a hybrid data model combining RDBMS and XML and on an MVC → XML → XSLT → HTML…
26
Dec
2025

Localization of Transmitting Devices in Multipath Environment Using MUSIC And Neural Networks

AI-Driven Innovation and Smart Systems: 46AI 2025
This research examines the efficacy of the MUSIC algorithm in the context of electromagnetic wave propagation in urban environment. The Multiple Signal Classification (MUSIC) algorithm, known for its adaptability in direction-of-arrival estimation is analyzed for its efficacy in multipath propagation in urban areas, where reflections,…
26
Dec
2025

An Efficient Method of Electromagnetic Transmitters Localization in Multipath Environment

AI-Driven Innovation and Smart Systems: 46AI 2025
This paper explores the efficiency of the MUSIC algorithm in the domain of electromagnetic wave propagation in urban environment. The Multiple Signal Classification (MUSIC) algorithm, widely used in direction-of-arrival estimation, is examined for its ability to address the challenges posed by multipath propagation in urban…
26
Dec
2025

Large Language Models (LLMs) as A Tool for Supporting Communication in Operational Management Information Systems and in Industry 4.0 Supply Chains

AI-Driven Innovation and Smart Systems: 46AI 2025
A large language model is a language model with massive parameters that undergoes pretraining tasks (e.g., masked language modeling and autoregressive prediction) to understand and process human language by modeling the contextualized text semantics and probabilities from large amounts of text [Y. Yao at all.…
26
Dec
2025

The use of IT Systems in Road Freight Transport Companies: a case study of the Greater Poland Voivodeship in Poland

AI, Digital Transformation, and Emerging Technologies: 46ISM 2025
Nowadays, the growing interest in implementation of information technology (IT) systems in road freight transport companies is observed. Managers of transport companies search for the most appropriate IT systems striving, i.e., to save time and improve companies operation, however, implementation of such systems deals with…
26
Dec
2025

Spatial Data Gap Analysis of Electric Vehicle Charging Points

AI-Driven Innovation and Smart Systems: 46AI 2025
Despite the considerable advancement of various technologies based on broadly defined digitalization, the phenomenon of electromobility is still a niche area, especially in terms of implementing new charging points in the human sphere. Undoubtedly, this is an area of human activity where very important decisions…
26
Dec
2025

Digital Transformation and Artificial Intelligence Applied to the Health Sector: Implementation of a Random Forest Machine Learning Model in a Telemedicine Web Application for the Early Detection of Relapses in Pediatric Cancer Patients

AI-Driven Innovation and Smart Systems: 46AI 2025
Cancer recurrence in pediatric patients after treatment represents a significant and urgent challenge to global public health, particularly in low- and middle-income countries, where health systems face structural limitations, fragmented care, and disparities in access to specialized services. These challenges are exacerbated in rural and…
26
Dec
2025

Improving Digital Marketing Through Analyzing Arabic Customer Reviews by Natural Language Processing

AI-Driven Innovation and Smart Systems: 46AI 2025
Digital marketing has become a practical part of modern business strategies, allowing companies to reach wider audiences and engage with customers innovatively. Understanding customer sentiment towards products, services, and experiences is essential for effective marketing campaigns. In this line, Sentiment Analysis (SA), a task of…