LOG 2024 Conference Submissions

Spatio-Spectral Graph Neural Networks
Simon Geisler, Arthur Kosmala, Daniel Herbst, Stephan Günnemann
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
Graph Edit Distance Evaluation Datasets: Pitfalls and Mitigation
Eeshaan Jain, Indradyumna Roy, Saswat Meher, Soumen Chakrabarti, Abir De
- Published: 16 Nov 2024, Last Modified: 04 Dec 2024
- LoG 2024 Poster
- Readers: Everyone
Graph Edit Distance with General Costs Using Neural Set Divergence
Indradyumna Roy, Eeshaan Jain, Saswat Meher, Soumen Chakrabarti, Abir De
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
Graph-Guided API Sequencing with Reinforcement Learning
Lakshmi Mandal, Balaji Ganesan, Avirup Saha, Renuka Sindhgatta
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
Domain and Range Aware Synthetic Negatives Generation for Knowledge Graph Embedding Models
Alberto Bernardi, Luca Costabello
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
What Do GNNs Actually Learn? Towards Understanding their Representations
Giannis Nikolentzos, Michail Chatzianastasis, Michalis Vazirgiannis
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
Comparing Hierarchical Network Partitions Based on Relative Entropy
Christopher Blöcker, Ingo Scholtes
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Oral
- Readers: Everyone
Ising on the Graph: Task-specific Graph Subsampling via the Ising Model
Maria Bånkestad, Jennifer R. Andersson, Sebastian Mair, Jens Sjölund
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
MOSE-GNN: A Motif-Based Self-Explaining Graph Neural Network for Molecular Property Prediction
Apurva Kokate, Xiaoli Fern
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
Out-of-Sample Extension of Spectral Embeddings: An Optimization Perspective
Chester Holtz, Taanish Reja, Gal Mishne
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
Autoregressive Generative Modeling of Weighted Graphs
Richard Williams, Eric Nalisnick, Andrew Holbrook
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
Large Language Model Guided Graph Clustering
Puja Trivedi, Nurendra Choudhary, Edward W Huang, Vassilis N. Ioannidis, Karthik Subbian, Danai Koutra
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
Dynamic Gradient Influencing for Viral Marketing Using Graph Neural Networks
Saurabh Sharma, Ambuj Singh
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
Reinforcement Learning Discovers Efficient Decentralized Graph Path Search Strategies
Alexei Pisacane, Victor-Alexandru Darvariu, Mirco Musolesi
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
Cayley Graph Propagation
JJ Wilson, Maya Bechler-Speicher, Petar Veličković
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
A Spectral Framework for Tracking Communities in Evolving Networks
Jacob Hume, Laura Balzano
- Published: 16 Nov 2024, Last Modified: 05 Dec 2024
- LoG 2024 Poster
- Readers: Everyone
Enriching GNNs with Text Contextual Representations for Detecting Disinformation Campaigns on Social Media
Bruno Croso Cunha da Silva, Thomas Palmeira Ferraz, Roseli De Deus Lopes
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
Simple GNNs with Low Rank Non-parametric Aggregators
Luciano Vinas, Arash A. Amini
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
Edge-Splitting MLP: Node Classification on Homophilic and Heterophilic Graphs without Message Passing
Matthias Kohn, Marcel Hoffmann, Ansgar Scherp
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
A Cosmic-Scale Benchmark for Symmetry-Preserving Data Processing
Julia Balla, Siddharth Mishra-Sharma, Carolina Cuesta-Lazaro, Tommi Jaakkola, Tess Smidt
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Oral
- Readers: Everyone
TRIX: A More Expressive Model for Zero-shot Domain Transfer in Knowledge Graphs
Yucheng Zhang, Beatrice Bevilacqua, Mikhail Galkin, Bruno Ribeiro
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
Asymptotic generalization error of a single-layer graph convolutional network
O Duranthon, Lenka Zdeborova
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
Preventing Representational Rank Collapse in MPNNs by Splitting the Computational Graph
Andreas Roth, Franka Bause, Nils Morten Kriege, Thomas Liebig
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
Effectiveness of SDP rounding using Hopfield Networks
Éanna Curran, Saurabh Ray, Deepak Ajwani
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone
xAI-Drop: Don't use what you cannot explain
Vincenzo Marco De Luca, Antonio Longa, Pietro Lio, Andrea Passerini
- Published: 16 Nov 2024, Last Modified: 26 Nov 2024
- LoG 2024 Poster
- Readers: Everyone