3rd GNNet Workshop


Graph Neural Networking Workshop
Co-located with ACM CoNEXT 2024
December 9, 2024

Program

Tentative (schedule to be confirmed)

program
08:00 –
09:00
Breakfast
09:00 – 09:10 Welcome Pere Barlet-Ros
09:10 – 10:00 Keynote I: Marco Mellia, Politecnico di Torino, Italy
10:00 – 10:40 Session 1: GNNs for Community & Anomaly Detection
  • Deep Community Detection in Attributed Temporal Graphs: Experimental Evaluation of Current Approaches

Nelson Aloysio Reis de Almeida Passos (University of Pisa / CNR-ISTI); Emanuele Carlini, Salvatore Trani (CNR-ISTI)

  • Detecting Edge and Node Anomalies with Temporal GNNs

Andrea Cavallo (TU Delft); Luca Gioacchini, Luca Vassio, Marco Mellia (Politecnico di Torino)

10:40 – 11:00 Coffee break
11:00 – 11:40 Session 2: GNNs for Network Modeling & Simulation
  • Wavelet-Enhanced Graph Neural Networks: Towards Non-Parametric Network Traffic Modeling

Carlos Güemes Palau, Miquel Ferriol Galmés, Jordi Paillisse Vilanova, Albert López Brescó, Pere Barlet Ros, Albert Cabellos Aparicio (Barcelona Neural Networking Center, Universitat Politècnica de Catalunya)

  • Sim2HW: Modeling Latency Offset Between Network Simulations and Hardware Measurements

Johannes Späth, Max Helm, Benedikt Jaeger, Georg Carle (Technical University of Munich)

11:40 – 12:30 Keynote II: Beyond the Graph Domain: Network Modeling meets Topological Deep Learning
Guillermo Bernárdez
, UC Santa Barbara, USA
12:30 – 14:00 Lunch
14:00 – 15:30 Session 3: GNNs for Network Security & Privacy
  • AST-GNN: A Graph Neural Network for Web Tracking Detection

Eloy Campeny-Roig, Ismael Castell-Uroz (Universitat Politècnica de Catalunya); Pere Barlet-Ros (Barcelona Neural Networking Center, Universitat Politècnica de Catalunya, Spain)

  • VulnScopper: Unveiling Hidden Links Between Unseen Security Entities

Daniel Alfasi (Reichman University); Tal Shapira (Hebrew University); Anat Bremler-Barr (Tel Aviv University)

  • Towards a Graph-based Foundation Model for Network Traffic Analysis

Louis Van Langendonck, Ismael Castell-Uroz (Universitat Politècnica de Catalunya); Pere Barlet-Ros (Barcelona Neural Networking Center, Universitat Politècnica de Catalunya, Spain)

15:30 – 16:00 Coffee break
16:00 – 16:40 Session 4: GNNs for Network Optimization
  • EGNN-based Topology Control in Wireless Mobile Infrastructure on Demand with Shared Access Restrictions

Mariana del Castillo (School of Engineering – Universidad de la Republica); Alejandro Ribeiro (University of Pennsylvania); Federico Larroca (School of Engineering – Universidad de la Republica)

  • Dynamic Service Function Chaining Provisioning with Reinforcement Learning Graph Neural Network

Brigitte Jaumard, Charles Boudreau (Concordia University); Emil Janulewicz (Ciena)

16:40 –
17:00
Closing