NeurIPS 2025 Workshop NPGML Submissions

Unrolled Policy Iteration Via Graph Filters
Sergio Rozada, Samuel Rey, Miguel Alcocer Pérez, Gonzalo Mateos, Antonio G. Marques
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
Predict Training Data Quality via Its Geometry in Metric Space
Yang Ba, Mohammad Sadeq Abolhasani, Rong Pan
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
GNN-Parametrized Diffusion Policies for Wireless Resource Allocation
Yigit Berkay Uslu, Samar Hadou, Shirin Saeedi Bidokhti, Alejandro Ribeiro
- Published: 23 Sept 2025, Last Modified: 27 Oct 2025
- NPGML Poster
- Readers: Everyone
Exploring Augmentation-Driven Invariances for Graph Self-supervised Learning in Spatial Omics
Lovro Rabuzin, Michel Tarnow, Valentina Boeva
- Published: 23 Sept 2025, Last Modified: 26 Oct 2025
- NPGML Poster
- Readers: Everyone
Of Graphs and Tables: Zero-Shot Node Classification with Tabular Foundation Models
Adrian Hayler, Xingyue Huang, Ismail Ilkan Ceylan, Michael M. Bronstein, Ben Finkelshtein
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Oral
- Readers: Everyone
Foundations for Robust yet Simple Sparse Hierarchical Pooling: A New Perspective on Sparse Graph Pooling
Sarith Imaduwage
- Published: 23 Sept 2025, Last Modified: 27 Oct 2025
- NPGML Poster
- Readers: Everyone
Turning Tabular Foundation Models into Graph Foundation Models
Dmitry Eremeev, Gleb Bazhenov, Oleg Platonov, Artem Babenko, Liudmila Prokhorenkova
- Published: 23 Sept 2025, Last Modified: 29 Oct 2025
- NPGML Poster
- Readers: Everyone
Rethinking Graph Backdoor Defense: A Topological, Coarse-to-Fine Perspective
jiecheng Zhai, Xuzeng Li, Jian Wang, Jiqiang Liu
- Published: 23 Sept 2025, Last Modified: 27 Oct 2025
- NPGML Poster
- Readers: Everyone
Spatio-Temporal Directed Graph Learning for Account Takeover Fraud Detection
Mohsen Nayebi Kerdabadi, William A. Byron, xin sun, Amirfarrokh Iranitalab
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
Learning Joint Embeddings of Function and Process Call Graphs for Malware Detection
Kartikeya Aneja, Nagender Aneja, Murat Kantarcioglu
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
Diffusion-augmented Graph Contrastive Learning for Collaborative Filtering
Fan Huang, Jianxiang Yu, Wei Wang
- Published: 23 Sept 2025, Last Modified: 28 Oct 2025
- NPGML Poster
- Readers: Everyone
Metropolis-Scale Road Network Datasets for Fine-Grained Urban Traffic Forecasting
Fedor Velikonivtsev, Oleg Platonov, Gleb Bazhenov, Mikhail Seleznyov, Liudmila Prokhorenkova
- Published: 23 Sept 2025, Last Modified: 31 Oct 2025
- NPGML Poster
- Readers: Everyone
G1: Teaching LLMs to Reason on Graphs with Reinforcement Learning
Xiaojun Guo, Ang Li, Yifei Wang, Stefanie Jegelka, Yisen Wang
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Oral
- Readers: Everyone
Actions Speak Louder than Prompts: A Large-Scale Study of LLMs for Graph Inference
Ben Finkelshtein, Silviu Cucerzan, Sujay Kumar Jauhar, Ryen W White
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
Semantic Priors for Drug–Drug Interaction Prediction Using Compact Graph Encoders
Annika Viswesh
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
Diffusion-Generated Social Graphs Enhance Bot Detection
Alec Laprevotte, Ryan Y. Lin, Siddhartha Ojha
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
Multi-view Graph Condensation via Tensor Decomposition
Nícolas Roque dos Santos, Dawon Ahn, Diego Minatel, Alneu de Andrade Lopes, Evangelos E. Papalexakis
- Published: 23 Sept 2025, Last Modified: 27 Oct 2025
- NPGML Poster
- Readers: Everyone
Inductive Transfer Learning for Graph-Based Recommenders
Florian Grötschla, Elia Trachsel, Luca A Lanzendörfer, Roger Wattenhofer
- Published: 23 Sept 2025, Last Modified: 26 Oct 2025
- NPGML Poster
- Readers: Everyone
Implicit Hypergraph Neural Networks: A Stable Framework for Higher-Order Relational Learning with Provable Guarantees
Xiaoyu Li, GUANGYU TANG, Jiaojiao Jiang
- Published: 23 Sept 2025, Last Modified: 26 Oct 2025
- NPGML Poster
- Readers: Everyone
Model Extraction Without Graphs Structure: How Homophily Drives Attack Effectiveness
Xuehai Wu, Qiong Wu
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone
KAN-GCN: Combining Kolmogorov–Arnold Network with Graph Convolution Network for an Accurate Ice Sheet Emulator
Zesheng Liu, Younghyun Koo, Maryam Rahnemoonfar
- Published: 23 Sept 2025, Last Modified: 28 Oct 2025
- NPGML Poster
- Readers: Everyone
Rademacher Meets Colors: More Expressivity, but at What Cost?
Martin Carrasco, Caio Netto, Vahan A. Martirosyan, Aneeqa Mehrab, Ehimare Okoyomon, Caterina Graziani
- Published: 23 Sept 2025, Last Modified: 29 Oct 2025
- NPGML Poster
- Readers: Everyone
RELATE: A Schema-Agnostic Cross-Attention Encoder for Multimodal Relational Graphs
Joe Meyer, Divyansha Lachi, Mahmoud Mohammadi, Roshan Reddy Upendra, Eva L Dyer, Minghua Li, Tom Palczewski
- Published: 23 Sept 2025, Last Modified: 28 Oct 2025
- NPGML Poster
- Readers: Everyone
MINAR: Mechanistic Interpretability for Neural Algorithmic Reasoning
Jesse He, Helen Jenne, Max Vargas, Davis Brown, Gal Mishne, Yusu Wang, Henry Kvinge
- Published: 23 Sept 2025, Last Modified: 27 Oct 2025
- NPGML Poster
- Readers: Everyone
CR-Graphormer: From Cascades to Tokens via Mesoscopic Graph Rewiring
Meher Chaitanya, My Le, Luana Ruiz
- Published: 23 Sept 2025, Last Modified: 21 Oct 2025
- NPGML Poster
- Readers: Everyone