NeurIPS 2025 Workshop NPGML Submissions

LGDC: Latent Graph Diffusion via Spectrum-Preserving Coarsening
Nagham Osman, Keyue Jiang, Davide Buffelli, Xiaowen Dong, Laura Toni
- Published: 23 Sept 2025, Last Modified: 27 Oct 2025
- NPGML Poster
- Readers: Everyone
Discovering Transformer Circuits via a Hybrid Attribution and Pruning Framework
Hao Gu, Vibhas Nair, Amrithaa Ashok Kumar, Ryan Lagasse, Sean O'Brien
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
CrediBench : Building Web-Scale Network Datasets for Information Integrity
Emma Kondrup, Sebastian Sabry, Hussein Abdallah, Zachary Yang, James Zhou, Kellin Pelrine, Jean-François Godbout, Michael M. Bronstein, Reihaneh Rabbany, Shenyang Huang
- Published: 23 Sept 2025, Last Modified: 22 Oct 2025
- NPGML Poster
- Readers: Everyone
Are Large Language Models Good Temporal Graph Learners?
Shenyang Huang, Ali Parviz, Emma Kondrup, Zachary Yang, Zifeng Ding, Michael M. Bronstein, Reihaneh Rabbany, Guillaume Rabusseau
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
Semantic-aware Vicinal Risk Minimization for Long-Tailed Text-Attributed Graphs
Leyao Wang, Yu Wang, Bo Ni, Yuying Zhao, Hanyu Wang, Yao Ma, Tyler Derr
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
The GNN as a Low-Pass Filter: A Spectral Perspective on Achieving Stability in Neural PDE Solvers
Peilin Rao
- Published: 23 Sept 2025, Last Modified: 27 Oct 2025
- NPGML Poster
- Readers: Everyone
Biological Pathway Informed Models with Graph Attention Networks (GAT)
Gavin Y. Wong, Ping Shu Ho, Ivan Au Yeung, Ka Chun Cheung, Simon See
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
Second-Order Tensorial Partial Differential Equations on Graphs
Aref Einizade, Fragkiskos D. Malliaros, Jhony H. Giraldo
- Published: 23 Sept 2025, Last Modified: 24 Oct 2025
- NPGML Poster
- Readers: Everyone
Federated Link Prediction on Dynamic Graphs
Yuhang Yao, Xinyi Fan, Ryan A. Rossi, Sungchul Kim, Handong Zhao, Tong Yu, Carlee Joe-Wong
- Published: 23 Sept 2025, Last Modified: 28 Oct 2025
- NPGML Poster
- Readers: Everyone
Wasserstein Hypergraph Neural Network
Iulia Duta, Pietro Lio
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
FireGNN: Neuro-Symbolic Graph Neural Networks with Trainable Fuzzy Rules for Interpretable Medical Image Classification
Prajit Sengupta, Islem Rekik
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
A Graph Talks, But Who's Listening? Rethinking Evaluations for Graph-Language Models
Soham Petkar, Hari Aakash K, Anirudh Vempati, Akshit Sinha, Ponnurangam Kumaraguru, Chirag Agarwal
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
Structure As Search: Unsupervised Permutation Learning for Combinatorial Optimization
Yimeng Min, Carla P Gomes
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
HYPER: A Foundation Model for Inductive Link Prediction with Knowledge Hypergraphs
Xingyue Huang, Mikhail Galkin, Michael M. Bronstein, Ismail Ilkan Ceylan
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
Transformers as Unrolled Inference in Probabilistic Laplacian Eigenmaps
Aditya Ravuri, Neil D Lawrence
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
On the (Non) Injectivity of Piecewise Linear Janossy Pooling
Ilai Reshef, Nadav Dym
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
Re-evaluating the Advancements of Heterophilic Graph Learning
Sitao Luan, Qincheng Lu, Will Hua, Xinyu Wang, Jiaqi Zhu, Xiao-Wen Chang
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
EquiHGNN: Scalable Rotationally Equivariant Hypergraph Neural Networks
Tien Dang, Truong-Son Hy
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone