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  • Article
  • Open Access

Fog-Aware Hierarchical Autoencoder with Density-Based Clustering for AI-Driven Threat Detection in Smart Farming IoT Systems

  • Manikandan Thirumalaisamy,
  • Sumendra Yogarayan,
  • Md Shohel Sayeed,
  • Siti Fatimah Abdul Razak and
  • Ramesh Shunmugam

10 December 2025

Smart farming relies heavily on IoT automation and data-driven decision making, but this growing connectivity also increases exposure to cyberattacks. Flow-based unsupervised intrusion detection is a privacy-preserving alternative to signature and pa...

  • Article
  • Open Access

Explainability, Safety Cues, and Trust in GenAI Advisors: A SEM–ANN Hybrid Study

  • Stefanos Balaskas,
  • Ioannis Stamatiou and
  • George Androulakis

9 December 2025

“GenAI” assistants are gradually being integrated into daily tasks and learning, but their uptake is no less contingent on perceptions of credibility or safety than on their capabilities per se. The current study hypothesizes and tests it...

  • Article
  • Open Access
79 Views
41 Pages

6 December 2025

This paper proposes a transmission-path selection algorithm with joint computation and communication resource allocation for sixth-generation (6G) mobile edge computing (MEC) networks enhanced by helper-assisted device-to-device (D2D) communication a...

  • Article
  • Open Access
124 Views
18 Pages

5 December 2025

The Proof of Stake (PoS) consensus mechanism is increasingly used in blockchain systems; however, resource allocation for PoS-based mobile blockchain networks remains underexplored, particularly given the constraints of mobile devices. This work intr...

  • Article
  • Open Access
164 Views
41 Pages

STREAM: A Semantic Transformation and Real-Time Educational Adaptation Multimodal Framework in Personalized Virtual Classrooms

  • Leyli Nouraei Yeganeh,
  • Yu Chen,
  • Nicole Scarlett Fenty,
  • Amber Simpson and
  • Mohsen Hatami

5 December 2025

Most adaptive learning systems personalize around content sequencing and difficulty adjustment rather than transforming instructional material within the lesson itself. This paper presents the STREAM (Semantic Transformation and Real-Time Educational...

  • Article
  • Open Access
247 Views
48 Pages

Evaluating Synthetic Malicious Network Traffic Generated by GAN and VAE Models: A Data Quality Perspective

  • Nikolaos Peppes,
  • Theodoros Alexakis,
  • Emmanouil Daskalakis and
  • Evgenia Adamopoulou

4 December 2025

The limited availability and imbalance of labeled malicious network traffic data remain major obstacles in developing effective AI-driven cybersecurity solutions. To mitigate these challenges, this study investigates the use of deep generative models...

  • Article
  • Open Access
146 Views
33 Pages

Artificial Intelligence for Pneumonia Detection: A Federated Deep Learning Approach in Smart Healthcare

  • Ana-Mihaela Vasilevschi,
  • Călin-Alexandru Coman,
  • Marilena Ianculescu and
  • Oana Andreia Coman

4 December 2025

Artificial Intelligence (AI) plays an important role in driving innovation in smart healthcare by providing accurate, scalable, and privacy-preserving diagnostic options. Pneumonia is still a major global health issue, and early detection is key to i...

  • Article
  • Open Access
198 Views
20 Pages

Hybrid PON–RoF LTE Video Transmission with Experimental BLER Analysis and Amplifier Trade-Off

  • Berenice Arguero,
  • Mateo Leiva,
  • Kevin Christopher Pozo Guerrero,
  • Germán V. Arévalo,
  • Miltón N. Tipán,
  • Christian Tipantuña and
  • Michela Meo

4 December 2025

This study evaluates the performance of a hybrid passive optical network–radio over fiber (PON–RoF) architecture for long-term evolution (LTE)-based video transmission, focusing on the analysis of the block error rate (BLER) with and with...

  • Article
  • Open Access
477 Views
22 Pages

Understanding Generation Z’s Tourism Purchasing Decisions Through Internet Technologies: The Case of Influencer Marketing

  • Petra Vašaničová,
  • Zuzana Kosťová,
  • Ivana Hodorová,
  • Natália Kolková,
  • Viliam Obšut and
  • Michal Češkovič

3 December 2025

In the era of rapidly evolving Internet technologies, influencer marketing has emerged as a transformative force in digital tourism, reshaping how travelers discover, evaluate, and choose destinations and accommodations. This study investigates the r...

  • Article
  • Open Access
179 Views
27 Pages

3 December 2025

Extracting 3D skeletons from point clouds is a challenging task in computer vision. Most existing deep learning methods rely heavily on supervised data requiring extensive manual annotation. Consequently, re-labeling is often necessary for cross-cate...

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Future Internet - ISSN 1999-5903