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Efficient Asynchronous Federated Evaluation with Strategy Similarity Awareness for Intent-Based Networking in Industrial Internet of Things

arXiv:2512.20627v2 Announce Type: replace Abstract: Intent-Based Networking (IBN) offers a promising paradigm for intelligent and automated network control in Industrial Internet of Things (IIoT) environments by translating high-level user intents into executable network strategies. However, frequent strategy deployment and rollback are impractical due to tightly coupled workflows and high downtime costs, while node heterogeneity and privacy constraints further complicate centralized...

arXiv CS 5d ago

Temporally Encoded Double DQN for Proactive PRB Allocation in O-RAN Enabled Industrial Networks

arXiv:2605.30630v1 Announce Type: new Abstract: Fifth-generation (5G) wireless systems are increasingly adopted in smart manufacturing to support heterogeneous industrial workloads through services such as enhanced Mobile Broadband (eMBB) and Ultra-Reliable Low-Latency Communication (URLLC). However, industrial traffic is inherently process-driven and temporally correlated. So, static or reactive schedulers in the Open Radio Access Network (O-RAN) are inadequate for such non-stationary...

arXiv CS 9d ago

Bandwidth Allocation with Device Partitioning for Federated Learning over Industrial IoT networks

Announce Type: new Abstract: We consider a federated learning (FL) system in which Industrial Internet-of-Things (IIoT) devices collaboratively train a global model over wireless channels without sharing local data. In such systems, communication time is a primary bottleneck that constrains overall training efficiency. Unlike conventional networks that prioritize individual quality-of-service requirements, FL systems collectively aim to converge to an optimal global model as efficiently as...

arXiv CS 9d ago

Scheduling Mechanisms in Wireless Sensor-Actuator Networks for Multi-rate Periodic Control in Industry 4.0

arXiv:2605.30520v1 Announce Type: new Abstract: This paper investigates scheduling strategies for wireless sensor-actuator networks (WSANs) in Industry 4.0 scenarios. In particular, we address the problem of real-time scheduling for multi-rate control systems by proposing a novel framework.

arXiv CS 9d ago

ARIADNE: AI-RAN Informed Link Adaptation in Digital Twin Network Environments

Announce Type: replace Abstract: Artificial Intelligence (AI)-powered Radio Access Network (RAN) networks have attracted significant attention from both industry and academia. Meanwhile, Digital Twins offer a safe playground for experimenting with AI/Machine Learning (ML)-based solutions for advanced AI-RAN research.

arXiv CS 9d ago

XAI-on-RAN: Explainable, AI-native, and GPU-Accelerated RAN Towards 6G

Announce Type: cross Abstract: Artificial intelligence (AI)-native radio access networks (RANs) will serve vertical industries with stringent requirements: smart grids, autonomous vehicles, remote healthcare, industrial automation, etc. To achieve these requirements, modern 5G/6G design increasingly leverage AI for network optimization, but the opacity of AI decisions poses risks in mission-critical domains. These use cases are often delivered via non-public networks (NPNs) or dedicated...

arXiv CS 1d ago

Inside the world’s scam capital, where enslaved workers are forced to defraud Americans online

Five young men thought they were going to Cambodia to intern at a casino. Instead they say they became enslaved in one of the world’s most sophisticated fraud networks, an industry that has swindled billions of dollars from Americans and turned Southeast Asia into the online scam capital of the world. Lured by the promise of well-paying jobs, hundreds of thousands of people like them from China, Southeast Asia and other countries across the world have been coerced into engaging in scams such...

NBC News 3d ago

Raids, stranded victims and new criminal tactics - inside Cambodia’s fight against scam centres

Raids, stranded victims and new criminal tactics - inside Cambodia’s fight against scam centres Cambodia says it is carrying out its toughest crackdown yet on online scam centres, with hundreds of facilities targeted. In the first of a two-part series, CNA goes on the ground to find victims stranded and signs of operations shifting into smaller urban sites, while experts warn that the criminal networks behind the industry remain deeply embedded. Abdul’s plan was to teach English in a Bangkok...

Channel News Asia 9d ago

Q-FE: A Quantum-Native 6G Far-Edge Architecture Securing Industrial IoT Digital Twins via CSIDH-PQC and Asynchronous Federated Learning

arXiv:2606.03611v1 Announce Type: new Abstract: Sixth-generation (6G) wireless networks will underpin ultra-dense Industrial IoT (IIoT) ecosystems in which resource-constrained Far-Edge devices -- autonomous mobile robots, industrial actuators, connected vehicles -- must simultaneously satisfy sub-millisecond latency, $10^{-7}$-class reliability, and decades-long cryptographic security. Current architectures delegate Digital Twin (DT) computation to centralised cloud or Mobile Edge Computing...

arXiv CS 7d ago

[Written Question] Electric Vehicles: Charging Points

Question by: Joe Robertson Answering Body: Department for Transport Question: To ask the Secretary of State for Transport, with reference to the Answer of 20 April 2026 to Question 127393, in which month does the Department expect to launch a targeted industry consultation on the public charging network.

UK Parliament Written Questions 9d ago