4th workshop on Graphs and more Complex structures for Learning and Reasoning

Multi-scale Adaptive Graph Filters for Bot Detection in Social Media  (pdf, poster, video)
Authors: Shuhao Shi; Kai Qiao; zhengyan wang; Jie Yang; Baojie Song; Jian Chen; Bin Yan

GGCU: Reviving Gate Mechanism in GNNs with Non-Attributed Graphs
Juyeob Lee; Donggeun Lee; Chaehee An; Eunil Park 

Leveraging Session Signals with Personalized PageRank for retrieving related posts in Instagram Explore
Amar Budhiraja; Emre Goynugur; Vladislav Vorotilov; Ilnur Shugaepov; Volodymyr Giginiak; Ian Hegerty

Two-Branch Relation Mixup Strategy for Graph Neural Network-Based Social Bot Detection (pdf), (poster), (video)
Min Liu, Shuhao Shi, Yuliang Shi

Adjustment Variable Selection for Intervention Estimation Robust to Data Size  (pdf), (video)
Atsushi Noda, Takashi Isozaki

A Framework for Exploring Federated Community Detection  (pdf), (poster), (video)
William Leeney, Ryan McConville

Benchmarking Evolutionary Community Detection Algorithms in Dynamic Networks (pdf), (poster), (video)
Giordano Paoletti, Luca Gioacchini, Marco Mellia, Luca Vassio, Jussara Almeida

Estimation of individual causal effects in network setup for multiple treatments (pdf, poster, video)
Abhinav Thorat, Ravi Kumar Kolla, Niranjan Pedanekar, Naoyuki Onoe

Construction of Hyper-Relational Knowledge Graph Using Pre-Trained Large Language Models
Preetha Datta, Fedor Vitiugin, Anastasiia Chizhikova, Nitin Sawhney

SupplyGraph: A Benchmark Dataset for Supply Chain Planning using Graph Neural Networks
Azmine Toushik Wasi, MD Shafikul Islam, Adipto Raihan Akib

CornerFormer: BoostingCorner Representation for Fine-Grained Structured Reconstruction (pdf, poster, video)
Hongbo Tian, Yulong Li, Linzhi Huang, Xu Ling, Yue Yang, Jiani Hu

RDR: the Recap, Deliberate, and Respond Method for Enhanced Language Understanding
Hariram Veeramani, Yuxin Zi, Kaushik Roy, Amit P Sheth

Classifier-free graph diffusion for molecular property targeting (pdf, video)
Matteo Ninniri, Marco Podda, Davide Bacciu

Semi-parametric Expert Bayesian Network Learning with Gaussian Processes and Horseshoe Priors (pdf, poster, video)
Yidou Weng, Finale Doshi-Velez

Automated Design of Graph-based Models and Structures using Modular Evolutionary Framework (pdf, poster)
Grigorii Kirgizov, Nikolay Nikitin, Maiia Pinchuk, Lyubov Yamshchikova, Irina Deeva, Karine Shakhkyan, Ivan Borisov, Kirill Zharkov, Anna Kalyuzhnaya

Can Evolutionary Algorithms Conditionally Generate Attributed Graphs? (pdf, poster, video)
Polina Andreeva, Irina Deeva, Anna Kalyuzhnaya, Egor Shikov

Benchmarking of Graph Structure Preserving Loss Functions for Unsupervised Node Representation Learning (pdf, poster, video)
Polina Andreeva, Egor Shikov, Danila A Vaganov

Optimal Querying of Superadditive Set Functions to Minimize Ambiguity
Filip Úradník, David Sychrovský, Jakub Cerny, Martin Cerny

A New Algorithm to Building Comprehensive Consensus Trees  (pdf, poster, video)
Md. Habibur Rahman Sifat, Nadia Tahiri

LocaRank: Merchant Store Location ranking in a Geo-Spatial Graph with GNNs  (pdf, poster, video)
Garima Arora, Akash Choudhary, Kanishk Goyal, Siddhartha Asthana, Deepak Yadav