Marco Skocaj
12 papers 50 citations h-index 3 2021–2026
Data-driven Predictive Latency for 5G: A Theoretical and Experimental Analysis Using Network Measurements
The advent of novel 5G services and applications with binding latency requirements and guaranteed Quality of Service (QoS) hastened the need to incorporate autonomous and proactive decision-making...
Cellular Network Capacity and Coverage Enhancement with MDT Data and Deep Reinforcement Learning
Recent years witnessed a remarkable increase in the availability of data and computing resources in communication networks. This contributed to the rise of data-driven over model-driven algorithms...
Uplink Scheduling in Federated Learning: an Importance-Aware Approach via Graph Representation Learning
Federated Learning (FL) has emerged as a promising framework for distributed training of AI-based services, applications, and network procedures in 6G. One of the major challenges affecting the...
Radio Map Prediction via Neural Networks with Ground Truth Shortcuts and Selective Sampling
A KPI-Based Self-Optimization Algorithm for Inter-Frequency Handover in 4G/5G Networks
Line of Sight Blockage Prediction via Spatio-Temporal Graph Neural Networks
Multi-Agent Reinforcement Learning for Power Control in Wireless Networks via Adaptive Graphs
A Perception vs. Distortion Perspective on Score-Based Generative Channel Estimation
Driven by their remarkable success in computer vision and inverse problem solving, score-based models are increasingly applied to wireless communications, where they show promise across a range of...
Goal-Oriented Learning at the Edge: Graph Neural Networks Over-the-Air for Blockage Prediction
Sixth-generation (6G) wireless networks evolve from connecting devices to connecting intelligence. The focus turns to Goal-Oriented Communications, where the effectiveness of communication is...
Multi-Agent Reinforcement Learning for Power Control in Wireless Networks via Adaptive Graphs
The ever-increasing demand for high-quality and heterogeneous wireless communication services has driven extensive research on dynamic optimization strategies in wireless networks. Among several...