| Vol-4106 urn:nbn:de:0074-4106-x Copyright © 2025 for the individual papers by the papers' authors. Copyright © 2025 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# CPSWS 2025
CPS Summer School PhD Workshop 2025

### Proceedings of the CPS Summer School PhD Workshop "Designing Cyber-Physical Systems – From Concepts to Implementation" 2025
co-located with 7th Edition of the CPS Summer School (CPS 2025)

### Alghero, Sardinia (Italy), September 22-26, 2025.

Edited by

### Christian Pilato *
Francesco Regazzoni **
Claudio Rubattu ***
Francesco Ratto ****

* Politecnico di Milano, Piazza Leonardo da Vinci 32, Milano (ITALY)
** University of Amsterdam, Science Park 904, Amsterdam (THE NETHERLANDS) and Univerità della Svizzera italiana, Via la Santa 1, Lugano (SWITZERLAND)
*** Università degli Studi di Sassari, Viale San Pietro 43/b, Sassari (ITALY)
**** Università di Cagliari, Via Marengo, 2, Cagliari (ITALY)

## Table of Contents

- Summary: There were 10 papers submitted for peer-review to this workshop. Out of these, 8 of them were accepted for this volume as short papers.

### Short Papers

- Improving Machine Learning Anomaly Detection for Safety-Critical RISC-V Automotive Systems
  Elio Vinciguerra, Maurizio Palesi, Giuseppe Ascia
- Bottom-Up Resource Orchestration in Edge Computing: A Pod Profile-Aware Agent-Based Approach
  Marija Gojkovic, Melanie Schranz
- FPGA-Accelerated Neural Networks for Real-Time Anomaly Detection using High-Level Synthesis
  Anila Hoxha, Shekoufeh Neisarian, Talaya Farasat, Joachim Posegga, Elif Bilge Kavun
- PyCacheGen: A Highly Configurable Open-Source Generator for Synthesizable Caches
  Richard Müller, Konstantin Lübeck, Michael Kuhn, Paul Palomero Bernardo, Oliver Bringmann
- Towards the FPGA Platform Integration of Carbon-Nanotubes in Physical Unclonable Functions
  Martin Schmid, Simon Böttger, Martin Ernst, Martin Hartmann, Sascha Hermann, Elif Bilge Kavun, Stefan Katzenbeisser
- Dataflow-based FPGA Accelerators Generation via MLIR and Multi-dataflow Composer tool
  Mohammad Cheshfar, Jiahong Bi, Francesco Ratto
- Towards DNN Training at the Edge with Direct Feedback Alignment
  Matteo Lai, Davide Nadalini, Francesco Ratto
- Scalability and Robustness of Ant Search in Edge-Fog-Cloud Distributed Knowledge Graphs
  Oleksandr Chepizhko, Péter Forgács, Melanie Schranz

2025-10-06: submitted by Christian Pilato, metadata incl. bibliographic data published under Creative Commons CC0
2025-11-25: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|