BigHPC 2025
Big Data and High-Performance Computing 2025

Table of Contents

• Preface
  Summary: There were 8 papers submitted for peer-review to this workshop. Out of these, 7 papers were accepted for this volume, 5 as regular papers and 2 as short papers.

Keynote Talk and Panel

• Beyond Performance: Software Approaches for Energy-Efficient HPC
  Biagio Cosenza
• Panel: What's Next for BigHPC? Parallel, Distributed, and Quantum Horizons
  Claudio Cicconetti, Biagio Cosenza, Sandro Fiore

Regular Papers

• dqsweep: Parameter Sweeps for Benchmarking Distributed Quantum Computing Applications 1-11
  Quang-Phong Tran, Claudio Cicconetti, Marco Conti, Andrea Passarella
• Hiding Latencies in Network-Based Image Loading for Deep Learning 1-13
  Francesco Versaci, Giovanni Busonera
• The Impact of ECS Logic on Parallel Performance in Agent-based Model Simulations 1-10
  Antonio Ambrosio, Daniele De Vinco, Francesco Foglia, Carmine Spagnuolo, Vittorio Scarano
• The Quantum Bottleneck: An Analysis of Data Balancing in QML for Security 1-10
  Mansur Ziiatdinov, Salvatore Distefano
• Federated Learning for Distributed Weather Forecasting: A Practical Approach on Real Multidimensional Georeferenced Data 1-10
  Attilio Di Vicino, Giuseppe Fiorillo, Luigi Galluccio, Raffaele Montella

Short Papers

• Exploring an implementation of quantum learning pipeline for support vector machines 1-6
  Mario Bifulco, Luca Roversi
• Benchmarking Federated Learning Frameworks' Scalability 1-5
  Gianluca Mittone, Samuele Fonio, Robert Birke, Marco Aldinucci