19. cnsm 2023: Niagara Falls, Canada
19th International Conference on Network and Service Management, cnsm 2023, Niagara Falls, Canada, October 30 - November 2, 2023
Raouf Boutaba, Prosper Chemouil, Noura Limam, Majid Ghaderi, Remi Badonnel, Vinicius Fulber-Garcia
IFIP Open Digital Library, IEEE Xplore, ISBN: 978-3-903176-59-1
Contents
MC1: AI-Driven Networking
Improved Video QoE in Wireless Networks using Deep Reinforcement Learning
Henrique Moura, Junia Oliveira, Daniel Soares, Daniel Macedo, Marcos Vieira
Yixing Wang, Yang Xiao, Yuqian Song, Jingli Zhou, Jun Liu
A Token-Prioritization Strategy for Handling Data Imbalance in Network-Change Ticket Classification
Md. Shamim Towhid, Nasik Sami Khan, Nashid Shahriar, Massimo Tornatore, Raouf Boutaba, Aladdin Saleh
Energy Efficient VNF-FG Embedding via Attention-based Deep Reinforcement Learning
Omar Houidi, Oussama Soualah, Ines Houidi, Djamal Zeghlache
Learning-Based Formation Control of UAV-fleet
Abdulhakeem Abdulazeez, Nicola Roberto Zema, Tara Ali Yahiya, Steven Martin
MC2: Edge Computing and Vehicular Networks
Subscription Management for Beyond 5G and 6G Cellular Networks using Blockchain Technology
Nischal Aryal, Fariba Ghaffari, Emmanuel Bertin, Noel Crespi
A Fair Approach to the Online Placement of the Network Services over the Edge
Masoud Taghavian, Yassine Hadjadj-Aoul, Geraldine Texier, Nicolas Huin, Philippe Bertin
Look at my Network: An insight into the ISP Backbone Traffic
Tomáš Beneš, Jaroslav Pešek, Tomas Cejka
Federated Scheduling of Fog-native Applications over Multi-Domain Edge-to-Cloud Ecosystem
Mays AL-Naday, Vasileios Karagiannis, Tom De Block, Bruno Volckaert
Blockchain-Based Self-Sovereign Identity for Federated Learning in Vehicular Networks
Engin Zeydan, Luis Blanco, Josep Mangues-Bafalluy, Suayb Arslan, Yekta Turk
WS2: AnServApp Workshop Session 2
LLM-based policy generation for intent-based management of applications
Kristina Dzeparoska, Jieyu Lin, Ali Tizghadam, Alberto Leon-Garcia
MIMC: Anomaly Detection in Network Data via Multiple Instances of Micro-Cluster Detection
Rafael Copstein, Bradley Niblett, Andrew Johnston, Jeff Schwartzentruber, M. I. Heywood, Nur Zincir-Heywood
MC3: Network and Service Management
Vedant Kumar, Patrick Maillé, Bruno Tuffin
Predicting the Performance of DNNs to Support Efficient Resource Allocation
Sarah Shah, Diwakar Krishnamurthy, Yasaman Amannejad
pUpdate: Priority-based Scheduling for Continuous and Consistent Network Updates in SDN
Mehdi Nobakht, Arshiya Hezaveh
Synthesizing and Scaling WAN Topologies using Permutation-invariant Graph Generative Models
Max Helm, Georg Carle
DEFT: Distributed, Elastic, and Fault-tolerant State Management of Network Functions
Md Mahir Shahriyar, Gourab Saha, Bishwajit Bhattacharjee, Rezwana Reaz
WS3: AnServApp Workshop Session 3
AI Toolbox Concept for the Arrowhead Framework
Daniel Ficzere, Gergely Hollósi, Attila Frankó, Pál Varga
A Marketplace Solution for Distributed Network Management and Orchestration of Slices
Engin Zeydan, Luis Blanco, Sergio Barrachina-Muñoz, Farhad Rezazadeh, Luca Vettori, Josep Mangues-Bafalluy
MC4: Traffic Analysis and Network Security
Enhancing DeCrypto: Finding Cryptocurrency Miners based on Periodic Behavior
Josef Koumar, Richard Plný, Tomas Cejka
Network Traffic Classification based on Single Flow Time Series Analysis
Josef Koumar, Karel Hynek, Tomas Cejka
Deciphering DDoS Attacks through a Global Lens
Jonas Bruner, Bruno Rodrigues, Katharina Müller, Salil Kanhere, Burkhard Stiller
Log Analysis and Prediction for Anomaly Detection in Network Switches
Sukhyun Nam, Eui-Dong Jeong, Jibum Hong, Jae-Hyoung Yoo, James Hong
Empirical analysis of the fine-tuning for Unsupervised Anomaly Detection in the ICT system
Yoichi Matsuo
WS4: AnServApp Workshop Session 4
ML-based translation methods for protocols and data formats
Tamás Tóthfalusi, Eszter Varga, Zoltan Csiszar, Pál Varga
PS1: Poster and Demo Session 1
Path Oracle: Improving Performance of Path-Aware Applications in SCION
Thorben Krueger, Clemens Beck, David Hausheer
On Integrated Wired and Wireless Time-Sensitive Networking using SDN
Mehdi Nobakht, Frank den Hartog
SDN Lullaby: VM Consolidation for SDN using Transformer-Based Deep Reinforcement Learning
Eui-Dong Jeong, Jae-Hyoung Yoo, James Hong
TS1: Management of wireless and cellular networks
Adaptive Model Aggregation for Decentralized Federated Learning in Vehicular Networks
Mahtab Movahedian Attar, Mahdi Dolati, Majid Ghaderi
Mitigating Signaling Storms in 5G with Blockchain-assisted 5GAKA
Bohan Zhang, Paul Zeinaty, Noura Limam, Raouf Boutaba
Online Utilization Maximization in Resource Allocation with Minimum Service Guarantees
Dor Harris, David Naori, Danny Raz
TS2: AI for security management
An Empirical Approach to Evaluate the Resilience of QUIC Protocol against Handshake Flood Attacks
Benjamin Teyssier, Y A Joarder, Carol Fung
An explainable-by-design ensemble learning system to detect unknown network attacks
Céline Minh, Kevin Vermeulen, Cédric Lefebvre, Philippe Owezarski, William Ritchie
CML-IDS: Enhancing Intrusion Detection in SDN through Collaborative Machine Learning
Pegah Golchin, Chengbo Zhou, Pratyush Agnihotri, Mehrdad Hajizadeh, Ralf Kundel, Ralf Steinmetz
SPS1: Resilience and Security Management
Dom2Vec - Detecting DGA Domains through Word Embeddings and AI/ML-driven Lexicographic Analysis
Lucas Torrealba, Pedro Casas, Javier Bustos-Jiménez, Germán Capdehourat, Mislav Findrik
Analyzing the Quality of Synthetic Adversarial Cyberattacks
Ulya Sabeel, Shahram Shah Heydari, Khalil El-Khatib, Khalid Elgazzar
ADFAT: Adversarial Flow Arrival Time Generation for Demand-Oblivious Data Center Networks
Sebastian Schmidt, Johannes Zerwas, Wolfgang Kellerer
Preliminary Results on Exploring Data Exhaust of Consumer Internet of Things Devices
Alexander Loginov, Jeffrey Adjei, Nur Zincir-Heywood, Srinivas Sampalli, Kevin de Snayer, Terri Dougall
Deep Reinforcement Learning for Network Service Recovery in Large-scale Failures
Kazuaki Akashi, Nobukazu Fukuda, Shunsuke Kanai, Kenichi Tayama
PS2: Poster and Demo Session 2
Leveraging Spatiotemporal Relations for Predicting Potential Link Failures
Bruck Wubete, Babak Esfandiari, Thomas Kunz
Deploying Disaster-Resilient Service Function Chains Using Adaptive Multi-Path Routing
Mohamed Abderrahmane Madani, Fen Zhou, Ahmed Meddahi
On large-scale IP service disruptions dependencies
Alfred Arouna, Ioana Livadariu, Azan Khanyari, Ahmed Elmokashfi
Deep Reinforcement Learning based Command Control System for Automating Fault Diagnosis
Hiroshi Yamauchi, Tatsuaki Kimura
Optimal Functional Splitting, Placement and Routing for Isolation-Aware Network Slicing in NG-RAN
Maria Mushtaq, Morteza Golkarifard, Nashid Shahriar, Raouf Boutaba, Aladdin Saleh
Disaggregating a 5G Non-Public Network via On-demand Cloud-Native UPF Deployments
Jorge Baranda, Sergio Barrachina-Muñoz, Rasoul Nikbakht, Miquel Payaró, Josep Mangues-Bafalluy
TS3: Management of virtualized networks
dot2net: A labeled graph approach for template-based configuration of emulation networks
Satoru Kobayashi, Ryusei Shiiba, Ryosuke Miura, Shinsuke Miwa, Toshiyuki Miyachi, Kensuke Fukuda
Vinicius Fulber-Garcia, José Flauzino, Carlos Raniery Santos, Elias Duarte
A Lightweight Heuristic for Micro-services Placement and Chaining in Low Latency Services
Hichem Magnouche, Guillaume Doyen, Caroline Prodhon
TS4: Management of data center and cloud networks
Characterization of Microservice Response Time in Kubernetes: A Mixture Density Network Approach
Lorenzo Manca, Davide Borsatti, Filippo Poltronieri, Mattia Zaccarini, Domenico Scotece, Gianluca Davoli, Luca Foschini, Genady Grabarnik, Larisa Shwartz, Cesare Stefanelli, Mauro Tortonesi, Walter Cerroni
Workload Placement with Bounded Slowdown in Disaggregated Datacenters
Amirhossein Sefati, Mahdi Dolati, Majid Ghaderi
Performance Impact of Queue Sorting in Container-based Application Scheduling
José Santos, Miel Verkerken, Laurens D'hooge, Tim Wauters, Bruno Volckaert, Filip De Turck
SPS2: Network Programmability and Automation
Improving System Configurations using Domain Knowledge Assisted Semi-Supervised Learning
Negar Mohammadi Koushki, Sanjeev Sondur, Krishna Kant
ASSL as an Intent Expression Language for Autonomic Intent-Driven Networking
Solmaz Jaberi, J. William Atwood, Joey Paquet
Bridging Resource Prediction and System Management: A Case Study in Cloud Systems
Justin Kur, Ji Xue, Jingshu Chen, Jun Huang
Julian Jimenez Agudelo, Paola Soto, Danny De Vleeschauwer, Chia-Yu Chang, Yorick De Bock, Steven Latré, Miguel Camelo
Joint Routing and GCL Scheduling Algorithm Based on Tabu Search in TSN
Ying Wang, Yufan Cheng, Zhihan Zhuang, Junye Zhang, Peng Yu, ShaoYong Guo, Xuesong Qiu
TS5: Efficiency by design
CrossBal: Data and Control Plane Cooperation for Efficient and Scalable Network Load Balancing
Bruno Coelho, Alberto Schaeffer-Filho
Scalable and Efficient Link Layer Topology Discovery for Autonomic Networks
Paul Seehofer, Roland Bless, Hendrik Mahrt, Martina Zitterbart
TinyG: Accurate IP Geolocation Using a Tiny Number of Probers
Nan Jiang, Jessie Hui Wang, Jilong Wang, Peiran Wang
PS3: Poster and Demo Session 3
DDoS Attacks Mitigation in 5G-V2X Networks: A Reinforcement Learning-based Approach
Badre Bousalem, Mohamed Sakka, Vinicius Silva, Wael Jaafar, Asma Ben Letaifa, Rami Langar
DTL-IDS: Deep Transfer Learning-based Intrusion Detection System in 5G Networks
Behnam Farzaneh, Nashid Shahriar, Abu Hena Al Muktadir, Md. Shamim Towhid
Data Fabrics for Multi-Domain Information Systems
Pooyan Habibi, Morteza Moghaddassian, Shayan Shafaghi, Alberto Leon-Garcia
Adaptive Entanglement Routing for Quantum Networks with Cutoff
Jiaheng Xiong, Qiaolun Zhang, Alberto Gatto, Francesco Musumeci, Massimo Tornatore
TS6: Multimedia and QoS
A Critical Study of Few-shot Learning for Encrypted Traffic Classification
Elham Akbari, Sheikh Tahmid, Navid Malekghaini, Mohammad Salahuddin, Noura Limam, Raouf Boutaba, Bertrand Mathieu, Stephanie Moteau, Stephane Tuffin
Coupling QoS Co-Simulation with Online Adaptive Arrival Forecasting
Yichong Chen, Manuel Roveri, Shreshth Tuli, Giuliano Casale
Deep Learning in NLP for Anomalous HTTP Requests Detection
Tien Anh Nguyen, Van Tong, Sondes Bannour Souihi, Sami Souihi