NeurIPS 2025 Workshop NPGML Submissions

When Curvature Beats Dimension: Euclidean Limits and Hyperbolic Design Rules for Trees
Sarwesh Rauniyar
- Published: 23 Sept 2025, Last Modified: 27 Oct 2025
- NPGML Poster
- Readers: Everyone
Nonlinear Laplacians Improve Signed-Directed Graph Learning
Ali Parviz, Yuichi Yoshida
- Published: 23 Sept 2025, Last Modified: 27 Oct 2025
- NPGML Poster
- Readers: Everyone
Laplacian-Guided Denoising Graph Diffusion for Graph Learning with an Adaptive Prior
Seoyoon Kim, Hyemin Jung, Woohyung Lim
- Published: 23 Sept 2025, Last Modified: 28 Oct 2025
- NPGML Poster
- Readers: Everyone
Beyond Sparse Benchmarks: Evaluating GNNs with Realistic Missing Features
Francesco Ferrini, Veronica Lachi, Antonio Longa, Bruno Lepri, Andrea Passerini, Xin Liu, Manfred Jaeger
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Oral
- Readers: Everyone
A Generative Framework for Exchangeable Graphs with Global and Local Latent Structure
Daniele Micheletti, Federica Zoe Ricci, Erik B. Sudderth
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
Gromov-Wasserstein Graph Coarsening
Carlos A Taveras, Santiago Segarra, Cesar A Uribe
- Published: 23 Sept 2025, Last Modified: 28 Oct 2025
- NPGML Oral
- Readers: Everyone
Graph Representation Learning with Diffusion Generative Models
Daniel Wesego
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
WindMiL: Equivariant Graph Learning for Wind Loading Prediction
Themistoklis Vargiemezis, Charilaos I. Kanatsoulis, Catherine Gorle
- Published: 23 Sept 2025, Last Modified: 28 Oct 2025
- NPGML Poster
- Readers: Everyone
GNNs Meet Sequence Models Along the Shortest-Path: an Expressive Method for Link Prediction
Francesco Ferrini, Veronica Lachi, Antonio Longa, Bruno Lepri, Andrea Passerini
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
Interpretable Regime Trajectories via Generative Graph State-Space Models
Jeremy Baffou, Adrien Depeursinge, Dorina Thanou
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
Generating Directed Graphs with Dual Attention and Asymmetric Encoding
Alba Carballo-Castro, Manuel Madeira, Yiming QIN, Dorina Thanou, Pascal Frossard
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
Efficient and Expressive Graph Neural Networks
Monika Varshney, Tanima Dutta
- Published: 23 Sept 2025, Last Modified: 28 Oct 2025
- NPGML Poster
- Readers: Everyone
GaLoRA: Parameter-Efficient Graph-Aware LLMs for Node Classification
Mayur Choudhary, Saptarshi Sengupta, Katerina Potika
- Published: 23 Sept 2025, Last Modified: 28 Oct 2025
- NPGML Poster
- Readers: Everyone
Staleness-based Subgraph Sampling for Training GNNs on Large-Scale Graphs
Limei Wang, Si Zhang, Hanqing Zeng, Hao Wu, Zhigang Hua, Kaveh Hassani, Andrey Malevich, Bo Long, Shuiwang Ji
- Published: 23 Sept 2025, Last Modified: 22 Oct 2025
- NPGML Poster
- Readers: Everyone
Graph Neural Differential Equations in the Infinite‑Node Limit: Convergence and Rates via Graphon Theory
Mingsong Yan, Charles Kulick, Sui Tang
- Published: 23 Sept 2025, Last Modified: 27 Oct 2025
- NPGML Poster
- Readers: Everyone
Graph Semi-Supervised Learning for Point Classification on Data Manifolds
Caio Netto, Zhiyang Wang, Luana Ruiz
- Published: 21 Oct 2025, Last Modified: 27 Oct 2025
- NPGML Poster
- Readers: Everyone
Exploiting All Laplacian Eigenvectors for Node Classification with Graph Transformers
Vinam Arora, Divyansha Lachi, Shivashriganesh P. Mahato, Mehdi Azabou, Zihao Chen, Eva L Dyer
- Published: 23 Sept 2025, Last Modified: 27 Oct 2025
- NPGML Poster
- Readers: Everyone
Uncertainty-Aware Message Passing Neural Networks
Alesia Chernikova, Moritz Laber, Narayan G. Sabhahit, Tina Eliassi-Rad
- Published: 23 Sept 2025, Last Modified: 27 Oct 2025
- NPGML Poster
- Readers: Everyone
A scalable platform to build the data layer of knowledge graph AI
Lucas Vittor, Iñaki Arango, Ayush Noori, Joaquin Polonuer, Marinka Zitnik
- Published: 23 Sept 2025, Last Modified: 28 Oct 2025
- NPGML Poster
- Readers: Everyone
Galois Theory Challenges Weisfeiler Leman: Invariant Features for Symmetric Matrices and Point Clouds
Beatrix Yaxin Wen, Caio Netto, Thabo Samakhoana, Soledad Villar, Ningyuan Huang
- Published: 23 Sept 2025, Last Modified: 27 Oct 2025
- NPGML Poster
- Readers: Everyone
Robust Tangent Space Estimation via Laplacian Eigenvector Gradient Orthogonalization
Dhruv Kohli, Sawyer Jack Robertson, Gal Mishne, Alex Cloninger
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Oral
- Readers: Everyone
DAG Convolutional Networks
Hamed Ajorlou, Samuel Rey, Gonzalo Mateos
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
AI-Generated Text Detection using ISGraphs and Graph Neural Networks
Andric Valdez Valenzuela, Helena Gomez Adorno, Manuel Montes
- Published: 23 Sept 2025, Last Modified: 28 Oct 2025
- NPGML Poster
- Readers: Everyone
Causal Structure Learning in Hawkes Processes with Complex Latent Confounder Networks
Songyao Jin, Biwei Huang
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Oral
- Readers: Everyone
Transferability of Graph Transformers with Convolutional Positional Encodings
Javier Porras-Valenzuela, Zhiyang Wang, Xiaotao Shang, Alejandro Ribeiro
- Published: 21 Oct 2025, Last Modified: 28 Oct 2025
- NPGML Poster
- Readers: Everyone