2025 Poster "graph representation learning" Papers

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Diffusing to the Top: Boost Graph Neural Networks with Minimal Hyperparameter Tuning

Lequan Lin, Dai Shi, Andi Han et al.

ICLR 2025posterarXiv:2410.05697

Generative Graph Pattern Machine

Zehong Wang, Zheyuan Zhang, Tianyi Ma et al.

NeurIPS 2025posterarXiv:2505.16130

Learning Graph Invariance by Harnessing Spuriosity

Tianjun Yao, Yongqiang Chen, Kai Hu et al.

ICLR 2025poster

Random Search Neural Networks for Efficient and Expressive Graph Learning

Michael Ito, Danai Koutra, Jenna Wiens

NeurIPS 2025posterarXiv:2510.22520

SONAR: Long-Range Graph Propagation Through Information Waves

Alessandro Trenta, Alessio Gravina, Davide Bacciu

NeurIPS 2025poster

SSTAG: Structure-Aware Self-Supervised Learning Method for Text-Attributed Graphs

Ruyue Liu, Rong Yin, Xiangzhen Bo et al.

NeurIPS 2025posterarXiv:2510.01248

The quest for the GRAph Level autoEncoder (GRALE)

Paul Krzakala, Gabriel Melo, Charlotte Laclau et al.

NeurIPS 2025posterarXiv:2505.22109

TopER: Topological Embeddings in Graph Representation Learning

Astrit Tola, Funmilola Mary Taiwo, Cuneyt Akcora et al.

NeurIPS 2025posterarXiv:2410.01778