20. CNSM 2024: Prague, Czech Republic
20th International Conference on Network and Service Management, CNSM 2024, Prague, Czech Republic, October 28 - 31, 2024
Pál Varga, Pavel Čeleda, Tim Wauters, Mauro Tortonesi, Jérôme François, Jaime Galán Jiménez
IFIP Open Digital Library, IEEE Xplore, ISBN: 978-3-903176-66-9
Contents
NeSecOr workshop: Introduction and Short Papers
URL Evaluator: Semi-automatic evaluation of suspicious URLs from honeypots
Michaela Novotná, Václav Bartoš
MC1: IoT, Device Identification, and Security
Spotting the Hook: Leveraging Domain Data for Advanced Phishing Detection
Radek Hranicky, Adam Horák, Jan Polišenský, Ondřej Ondryáš, Kamil Jeřábek, Ondrej Rysavy
Big Brother is Watching You: Non-Intrusive ZigBee User Profiling
Katharina Müller, Delia Datsomor, Daria Schumm, Bruno Rodrigues, Burkhard Stiller
Improving Fault Device Identification Method using Alarm Clustering Approach
Yoichi Matsuo, Yuichi Suto, Yusuke Makino, Kazumichi Sato
Analyzing Privacy Implications of Mobile Apps Data Collection across Age Groups
Adamo Mariani, Matteo Liberato, Anna Sperotto, Antonia Affinito
Chiara Camerota, Lorenzo Pappone, Tommaso Pecorella, Flavio Esposito
N: S1: NDT4IN workshop: Session 1
DTN-Core: Towards a framework for designing and operating digital twin networks
Majd Latah, Mathias Fischer
Exploiting The Efficient Data Modeling in Network Digital Twin To Empower Edge-Cloud Continuum
Syed Raza, Roberto Minerva, Noel Crespi, Maira Alvi, Manoj Herath, Hrishikesh Dutta
Challenges of Event-based Streaming and Queuing as Data Exchange for Network Digital Twins
Sebastian Rieger, Leon-Niklas Lux, Sven Schickentanz, David Hermann, Thomas Mott, Moritz Freund
Addressing the Scalability of Network Digital Twins: A Network Sampling Approach
Mounir Kellil, Siwar Ben Hadj Said, Minh-thuyen Thi, Christophe Janneteau, Alexis Olivereau
A:S1: AnServApp workshop: Core Network Autoscaling
A: S2: AnServApp workshop: AI-Powered Network Applications and AI-Driven Network Configuration
Improving Real-Time Anomaly Detection using Multiple Instances of Micro-Cluster Detection
Rafael Copstein, Nur Zincir-Heywood, M. I. Heywood
Task Completion Time Prediction Scaled by Machine Learning Model Uncertainty
Shumpei Kawaguchi, Yuichi Ohsita, Masahisa Kawashima, Hideyuki Shimonishi
Automation of Network Configuration Generation using Large Language Models
Supratim Chakraborty, Nithin Chitta, Rajesh Sundaresan
Generating Commit Messages for Configuration Files in 5G Network Deployment Using LLMs
Beining Yang, Alassane Samba, Guillaume Fraysse, Sihem Cherrared
MC2: Network Performance and Optimization
Parameterizing 5G New Radio: A Comparative Measurement Study on Throughput and Delay
Simon Raffeck, Sebastian Grøsvik, Stanislav Lange, Tobias Hoßfeld, Thomas Zinner, Stefan Geissler
Efficient Distributed Learning Over Lossy Wireless Networks
Emilio Paolini, Andrea Pinto, Luca Valcarenghi, Nicola Andriolli, Luca Maggiani, Flavio Esposito
Mitigating Measurement Failures in Throughput Performance Forecasting
Maria Ferreira, Silvio Ribeiro, Francisco Nobre, Maria Linhares, Thelmo de Araujo, Rafael Gomes
Minimizing Power Consumption under SINR Constraints for Cell-Free Massive MIMO in O-RAN
Vaishnavi Kasuluru, Luis Blanco, Miguel Vazquez, Cristian Vaca Rubio, Engin Zeydan
N: S2: NDT4IN workshop: Session 2
Securing Industrial Systems: A Testbed for Cyber-Defense Evaluation and Data Collection
Raffaele Cuorvo, Nicola d'Ambrosio, Domenico Iorio, Gaetano Perrone, Simon Pietro Romano
Takumi Bushi, Kenji Ohira, Hideyuki Shimonishi, Toshiro Nakahira, Shoko Shinohara, Yusuke Asai
NeSecOr workshop: Network Security Management
Automating Network Perimeter Threat Prevention for Decentralized Network Administration
Nikolas Wintering, Eric Lanfer, Nils Aschenbruck
Cyber Situational Awareness in Vehicle Security Operations: Holistic Monitoring and a Data Model
Daniel Grimm, Moritz Zink, Marc Schindewolf, Eric Sax
Abdullah Aydeger, Engin Zeydan
5GaaS: DLT and Smart Contract-Based Network Slice Management in a Decentralized Marketplace
Kurdman Rasol, Alfonso Egio, Miguel Catalan-Cid, Leonardo Lossi, Hélio Simeão, Muhammad Shuaib Siddiqui
A: S3: AnServApp workshop: Smart Systems and Future Directions in Network Technologies
Uncovering Common AI Challenges Across Industrial Domains in the Transition to Industry 5.0
Ruba ALmahasneh, Gergely Hollósi, Daniel Ficzere, Máté Bancsics, Csaba Lukovszki, Pál Varga
Manoj Herath, Maira Alvi, Roberto Minerva, Hrishikesh Dutta, Noel Crespi, Syed Raza
Evaluating the Robustness of ADVENT on the VeReMi-Extension Dataset
Hamideh Baharlouei, Adetokunbo Makanju, Nur Zincir-Heywood
Link2Link: A Robust Probabilistic Routing Algorithm via Edge-centric Graph Reinforcement Learning
Jingli Zhou, Yuqian Song, Xinyuan Li, Wenli Zhou, Jun Liu
MC3: Data-Driven Methods and Machine Learning in Networking
Functional Linear Regression for the prediction of streaming video QoE
Jean Steve Tamo Tchomgui, Vincent Barriac, Guillaume Fraysse, Julien Jacques, Stephane Chretien
IoT Device and State Identification based on Usage Patterns
Jeffrey Adjei, Nur Zincir-Heywood, Biswajit Nandy, Nabil Seddigh
CRDT Web Caching: Enabling Distributed Writes and Fast Cache Consistency for REST APIs
Markus Sosnowski, Richard von Seck, Florian Wiedner, Georg Carle
OSR: Advancing Multi-Hop Routing for LoRaWAN Mesh Networks in Maritime Scenarios
Elgharbi Salah Eddine, Mauricio Iturralde, Yohan Dupuis, Alain Gaugue
Certainly Uncertain: Demystifying ML Uncertainty for Active Learning in Network Monitoring Tasks
Katharina Dietz, Mehrdad Hajizadeh, Nikolas Wehner, Stefan Geissler, Pedro Casas, Michael Seufert, Tobias Hoßfeld
I: S1: IWNC workshop: Session 1
Andrea Caruso, Giovanni Schembra, Christian Grasso, Juan Brenes, Pietro Giardina, Giada Landi, Leonardo Lossi, Gabriele Scivoletto
An Ontology-Based Model for In-Network Computing Components Description and Discovery
Zarin Tasnim, Mouhamad Dieye, Felipe Estrada-Solano, Roch Glitho, Halima Elbiaze, Wessam Ajib
NeSecOr workshop: Machine Learning and Intrusion Detection
Enhancing Adversarial Robustness of Anomaly Detection-Based IDS in OT Environments
Andreas Flatscher, Branka Stojanovic, Ozan Özdenizci
A Novel Malicious Intent Detection Approach in Intent-Based Enterprise Networks
Federica De Trizio, Giancarlo Sciddurlo, Dominga Rutigliano, Giuseppe Piro, Gennaro Boggia
Agree to Disagree: Exploring Consensus of XAI Methods for ML-based NIDS
Katharina Dietz, Mehrdad Hajizadeh, Johannes Schleicher, Nikolas Wehner, Stefan Geissler, Pedro Casas, Michael Seufert, Tobias Hoßfeld
Machine Learning in Intrusion Detection: An Operational Perspective
Martin Husák, Darshan Manoj, Priyanka Kumar
A: S4: AnServApp workshop: Short papers and concluding panel
Future Directions on Enhanced Positioning Services with Predictions for Smart Factories
Elham Dehghan Biyar, Ahmet Cihat Baktir, Deniz Cokuslu, Mehmet Yunus Dönmez
Green Network Traffic Engineering Using Segment Routing: an Experiment Report
Jacob Van Groningen, Chung-Horng Lung
EdgeVerse: Multi-User Virtual Reality via Edge Computing and eBPF
Okwudilichukwu Okafor, Flavio Esposito, Tommaso Pecorella
I: S2: IWNC workshop: Session 2
Indoor Radio Dot Placement Optimization using UE Positioning and K-Means Clustering
Johe Bousfield, Chung-Horng Lung, Betty Liu, Aroosh Elahi
The intrinsic convenience of federated learning in malware IoT detection
Chiara Camerota, Tommaso Pecorella, Andrew Bagdanov
QoE for Interactive Services in 5G Networks: Data-driven Analysis and ML-based Prediction
Stefania Zinno, Giuseppe Caso, Nicola Pasquino, Alessio Botta, Anna Brunstrom, Giorgio Ventre
MC4: Software-Defined Networking and Cloud Computing
A Practical Network Digital Twin for IGP Weight Optimization
Mohamed Zalat, Maede Davoudzade, Chris Barber, David Krauss, Babak Esfandiari, Thomas Kunz
Applicability of Hardware-Supported Containers in Low-Latency Networking
Alexander Daichendt, Florian Wiedner, Jonas Andre, Georg Carle
Budget-Aware Resource Pricing in Cloud and Edge Computing Continuum
Akram Boutouchent, Karim Boutiba, Adlen Ksentini
On-the-fly Table Insertions on Programmable Software Data Planes
Manuel Simon, Sebastian Gallenmüller, Georg Carle
Coordinated Sampling in SDNs with Dynamic Flow Rates
Soroosh Esmaeilian, Mahdi Dolati, Sogand Sadrhaghighi, Majid Ghaderi
FP1: Traffic Monitoring and Data Analysis
ResCue: Inferring Fine-Grained Traffic Matrices via Distributed Deep Residual Networks
Lorenzo Pappone, Cristian Zilli, Alessio Sacco, Flavio Esposito
T-MAW: Online Network Traffic Monitoring and Analysis using Weighted Stochastic Block Models
Maximilian Stephan, Johannes Zerwas, Wolfgang Kellerer
NetGlyph: Representation Learning to generate Network Traffic with Transformers
Gabin Noblet, Cédric Lefebvre, Philippe Owezarski, William Ritchie
FP2: Wireless Networks and Mobility Management
Mobility Management for Computation-Intensive Tasks in Cellular Networks with SD-RAN
Anna Prado, Zifan Ding, Fidan Mehmeti, Wolfgang Kellerer
Throughput-Constrained Antenna Sleep Management for Saving Power
Rie Tagyo, Hideaki Kinsho, Akihiro Shiozu, Kazuhisa Yamagishi
Signalling Load-aware Conditional Handover in 5G Non-Terrestrial Networks
Bohan Zhang, Mohammad Salahuddin, Peng Hu, Yunli Wang, Noura Limam, Bo Sun, Diogo Barradas, Raouf Boutaba
FP3: Network Performance and Optimization Techniques
Multi-Tenant Programmable Switch Virtualization Leveraging Explicit Resource Sharing
Ivan Lamb, Pedro Arthur Pinheiro Rosa Duarte, Marcelo Caggiani Luizelli, Luciano Paschoal Gaspary, Jose Rodrigo Azambuja, Weverton Cordeiro
Souryendu Das, Jacob Adamson, Aaron Lee, Vedant Vaideswar, Stavros Kalafatis
Synchronization Control-Plane Protocol for Quantum Link Layer
Brandon Ru, Winston Seah, Alvin Valera
FP4: Resource Allocation and Optimization in Next-Gen Networks
Optimizing and Managing Wireless Backhaul for Resilient Next-Generation Cellular Networks
Gabriele Gemmi, Michele Polese, Tommaso Melodia, Leonardo Maccari
Nicola Di Cicco, Filippo Poltronieri, José Santos, Mattia Zaccarini, Mauro Tortonesi, Cesare Stefanelli, Filip De Turck
Centralized vs. Decentralized: A Hybrid Performance Model of the TSN Resource Allocation Protocol
David Raunecker, Stefan Geissler, Alexej Grigorjew, Philip Diederich, Wolfgang Kellerer, Tobias Hoßfeld
PoS1: Short paper session 1
High Complexity and Bad Quality? Efficiency Assessment for Video QoE Prediction Approaches
Frank Loh, Gulnaziye Bingol, Reza Farahani, Andrea Pimpinella, Radu Prodan, Luigi Atzori, Tobias Hoßfeld
Kaili Wang, Wu Muqing, Min Zhao
Using Knowledge Graphs to Automate Network Compliance of Containerized Services
Aleksandra Simić, David Palma
EdgeRL: Reinforcement Learning-driven Deep Learning Model Inference Optimization at Edge
Motahare Mounesan, Xiaojie Zhang, Saptarshi Debroy
DL3: Adaptive Load Balancing for Latency-critical Edge Cloud Applications
Prashanth S, Ranjitha K, Ankit Sharma, Arjun Temura, Rinku Shah, Praveen Tammana
Causal AI for XRPL/GossipSub network configuration
Flaviene Scheidt de Cristo, Jean-Philippe Eisenbarth, Jorge Meira, Radu State
Admission Control and Embedding of Network Slices with Flexible VNF Order
Quang-Trung Luu, Minh-Thanh Nguyen, Nguyen Tai Hung, Michel Kieffer, Dinh Nguyen, Quang-Lap Luu, Trung-Toan Nguyen
MFWDD: Model-based Feature Weight Drift Detection Showcased on TLS and QUIC Traffic
Lukáš Jančička, Dominik Soukup, Josef Koumar, Filip Němec, Tomas Cejka
PoS1b: Poster Session
Impact of Time-Varying Traffic Type on the Performance of Multilayer Networks
Aleksandra Knapińska, Piotr Lechowicz, Krzysztof Walkowiak
FP5: AI and Machine Learning in Network Management
Reinforcement Learning-Driven Service Placement in 6G Networks across the Compute Continuum
Andres Ocampo Palacio, José Santos
ChronosGuard: A Hierarchical Machine Learning Intrusion Detection System for Modern Clouds
Miel Verkerken, José Santos, Laurens D'hooge, Tim Wauters, Bruno Volckaert, Filip De Turck
Generative AI for low-level NETCONF configuration in network management based on YANG models
Gergely Hollósi, Daniel Ficzere, Pál Varga
DeS1: Demo session 1
ThreatFinderAI: Automated Threat Modeling Applied to LLM System Integration
Jan von der Assen, Alberto Huertas Celdrán, Jamo Sharif, Chao Feng, Gérôme Bovet, Burkhard Stiller
Network Digital Twin for IGP Weight Optimization Demo
Mohamed Zalat, Maede Davoudzade, Chris Barber, David Krauss, Babak Esfandiari, Thomas Kunz
Demonstration of Automation of Network Configuration Generation using Generative AI
Supratim Chakraborty, Nithin Chitta, Rajesh Sundaresan
Hesam Rahimi, Lluis Gifre Renom, Ricard Vilalta, Raul Muñoz, Henry Yu, Yanpeng Wang, Ruilin Cai, Christopher Janz
Real-Time Demonstration of Low-Latency Video Delivery via Hybrid Unicast-Broadcast Networks
Casper Haems, Jeroen van der Hooft, Hannes Mareen, Peter Steenkiste, Glenn Van Wallendael, Tim Wauters, Filip De Turck
The Evolution of the CRUSOE Toolset: Enhancing Decision Support in Network Security Management
Martin Husák, Lukáš Sadlek, Martin Hesko, Vít Šebela, Stanislav Špaček
P4-MTAGG - a Framework for Multi-Tenant P4 Network Devices
Fabian Brisch, Andreas J. Kassler, Sándor Laki, Péter Hudoba
NAPlr: Multi-Gigabit Internet Access Profiling in Web Browser
Péter Orosz, Tamas Marosits, Tamas Skopko
Assessing Application-Level Network Neutrality Using Digital Twins
Péter Orosz, Tamas Marosits, Tamas Skopko
Integrating Deterministic Networking with 5G
Yash Deshpande, Philip Diederich, Muhamad Luthfi, Laura Becker, José Fontalvo-Hernández, Wolfgang Kellerer
FP6: Network Security and Intrusion Detection
Glossy Mirrors: On the Role of Open Resolvers in Reflection and Amplification DDoS Attacks
Ramin Yazdani, Max Resing, Anna Sperotto
5GProvGen: 5G Provenance Dataset Generation Framework
Amr Abouelkhair, Kiarash Majdi, Noura Limam, Mohammad Salahuddin, Raouf Boutaba
PoS2: Short paper session 2
QoE Models for Virtual Reality Cloud-based First Person Shooter Game over Mobile Networks
Henrique Rossi, Karan Mitra, Christer Åhlund, Irina Cotanis
Oleg Karandin, Aleix Lahoz, Nicola Di Cicco, Francesco Musumeci, Massimo Tornatore
Feature Name Decoration Enhanced Router Performance Prediction by a Large Language Model
Kyota Hattori, Tomohiro Korikawa, Chikako Takasaki
Hierarchical Modeling of Cyber Assets in Kill Chain Attack Graphs
Lukáš Sadlek, Martin Husák, Pavel Celeda
Quantized In-band Network Telemetry for Low Bandwidth Overhead Monitoring
Chanbin Bae, Kyeongtak Lee, Heewon Kim, Seongyeon Yoon, Junkyu Hong, Sangheon Pack, DongJin Lee
Uncovering Secrets of Microbursts in Datacenter Network Traffic
Mohammad Hosseini, Sina Darabi, Mohammad Nakhjiri, Patrick Eugster
Is a Name Enough? A First Look into Detecting Clouds Using DNS Pointer Records
Sousan Tarahomi, Raffaele Sommese, Pieter-Tjerk de Boer, Jeroen Linssen, Ralph Holz, Anna Sperotto
Experience Report: Using JA4+ Fingerprints for Malware Detection in Encrypted Traffic
Petr Matoušek, Ondrej Rysavy, Ivana Burgetová
In-network real-time flow classification using hierarchical decision trees
Teodor Karkashina, Awais Shah, Dimitrios Pezaros
Enhancing Bandwidth Utilization for Video Streaming with Packet Trimming in 6G
Stuart Clayman, Muge Sayit, David Griffin, Miguel Rio
FP7: Web and Internet Performance
A First Look at User-Installed Residential Proxies From a Network Operator's Perspective
Etienne Khan, Elisa Chiapponi, Martijn Verkleij, Anna Sperotto, Roland van Rijswijk-Deij, Jeroen van der Ham-de Vos
Data Pipeline System Designs for In-network Learning
Patient Ntumba, Nour El Houda Yellas, Salah Bin-ruba, Fehmi Abdesslem, Stefano Secci