KDD 2025 Workshop MLoG-GenAI Submissions

Spectral Manifold Harmonization for Graph Imbalanced Regression
Brenda Nogueira, Gabe Gomes, Meng Jiang, Nitesh V Chawla, Nuno Moniz
- Published: 26 Jun 2025, Last Modified: 15 Jul 2025
- MLoG-GenAI@KDD Poster
- Readers: Everyone
RAW-Explainer: Post-hoc Explanations of Graph Neural Networks on Knowledge Graphs
Ryoji Kubo, Djellel Difallah
- Published: 26 Jun 2025, Last Modified: 15 Jul 2025
- MLoG-GenAI@KDD Poster
- Readers: Everyone
Temporal Graph Neural Networks for NFT Valuation and Recommendation: A Multimodal Approach to Cold-Start and Market Dynamics
Zichao Li
- Published: 26 Jun 2025, Last Modified: 15 Jul 2025
- MLoG-GenAI@KDD Poster
- Readers: Everyone
Shapley-Value-Based Graph Sparsification for GNN Inference
Selahattin Akkas, Ariful Azad
- Published: 26 Jun 2025, Last Modified: 15 Jul 2025
- MLoG-GenAI@KDD Poster
- Readers: Everyone
MolX: Enhancing Large Language Models for Molecular Understanding With A Multi-Modal Extension
Le Huy Khiem, Zhichun Guo, Kaiwen Dong, Xiaobao Huang, Bozhao Nan, Roshni Iyer, Xiangliang Zhang, Olaf Wiest, Wei Wang, Ting Hua, Nitesh V Chawla
- Published: 26 Jun 2025, Last Modified: 15 Jul 2025
- MLoG-GenAI@KDD Oral
- Readers: Everyone
Positive Mining from LLM Seeds: A Semi-Supervised Graph Based Approach to Train Rare Event Classifiers
Sasan Tavakkol, Lin Chen, Max Springer, Abigail Schantz, Blaž Bratanič, Vincent Cohen-Addad, Mohammadhossein Bateni
- Published: 26 Jun 2025, Last Modified: 28 Jul 2025
- MLoG-GenAI@KDD Poster
- Readers: Everyone
Dependency Parsing is More Parameter-Efficient with Normalization
Paolo Gajo, Domenic Rosati, Hassan Sajjad, Alberto Barrón-Cedeño
- Published: 26 Jun 2025, Last Modified: 15 Jul 2025
- MLoG-GenAI@KDD Poster
- Readers: Everyone
GNN-as-Judge: Unleashing the Power of LLMs for Graph Semi-Supervised Learning with GNN Feedback
Ruiyao Xu, Kaize Ding
- Published: 26 Jun 2025, Last Modified: 15 Jul 2025
- MLoG-GenAI@KDD Oral
- Readers: Everyone
T-GRAB: A Synthetic Diagnostic Benchmark for Learning on Temporal Graphs
Alireza Dizaji, Benedict Aaron Tjandra, Mehrab Hamidi, Shenyang Huang, Guillaume Rabusseau
- Published: 26 Jun 2025, Last Modified: 15 Jul 2025
- MLoG-GenAI@KDD Oral
- Readers: Everyone
LLM-GMP: Large Language Model-Based Message Passing for Zero-Shot Learning on Graphs
Md Athikul Islam, Edoardo Serra
- Published: 26 Jun 2025, Last Modified: 15 Jul 2025
- MLoG-GenAI@KDD Poster
- Readers: Everyone
Query-Aware Graph Neural Networks for Enhanced Retrieval-Augmented Generation
Vibhor Agrawal, Fay Wang, Rishi Puri
- Published: 26 Jun 2025, Last Modified: 28 Jul 2025
- MLoG-GenAI@KDD Oral
- Readers: Everyone
Z-REx: Human-Interpretable GNN Explanations for Real Estate Recommendations
Kunal Mukherjee, Zachary Harrison, Saeid Balaneshinkordan
- Published: 26 Jun 2025, Last Modified: 28 Jul 2025
- MLoG-GenAI@KDD Oral
- Readers: Everyone
Neural Algorithmic Reasoning with Multiple Correct Solutions
Zeno Kujawa, John Poole, Dobrik Georgiev Georgiev, Danilo Numeroso, Henry Fleischmann, Pietro Lio
- Published: 26 Jun 2025, Last Modified: 15 Jul 2025
- MLoG-GenAI@KDD Oral
- Readers: Everyone
RAGE: RAG Enhanced LLM Explainer for Heterogeneous Graphs
Raghvi Baloni, Chong Yihui, Ankur Teredesai
- Published: 26 Jun 2025, Last Modified: 15 Jul 2025
- MLoG-GenAI@KDD Poster
- Readers: Everyone
Differentiable Community Detection with Graph Neural Networks and Stochastic Block Models
William Arliss, W. Graham Mueller
- Published: 26 Jun 2025, Last Modified: 28 Jul 2025
- MLoG-GenAI@KDD Poster
- Readers: Everyone
Integrating Graph Learning and Multimodal Fusion for Detecting Misinformation on Social Platforms
Liliana Martirano
- Published: 26 Jun 2025, Last Modified: 15 Jul 2025
- MLoG-GenAI@KDD Poster
- Readers: Everyone
LOBSTUR: A Local Bootstrap Framework for Tuning Unsupervised Representations in Graph Neural Networks
Sowon Jeong, Claire Donnat
- Published: 26 Jun 2025, Last Modified: 15 Jul 2025
- MLoG-GenAI@KDD Poster
- Readers: Everyone