3rd GNNet Workshop

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

Program

program

08:00 – 09:00	Breakfast
09:00 – 09:10	Welcome Pere Barlet-Ros
09:10 – 10:00	Keynote I: Data, AI and Cybersecurity – A Possible Cocktail? 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