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A unified Python toolkit for Graph Foundation Models (GFM) research, integrating 19 baseline methods under a single package with shared utilities, standardized …
This repository is the official implementation of "How Much Can Transfer? BRIDGE: Bounded Multi-Domain Graph Foundation Model with Generalization Guarantees" ac…
This repository is the official implementation of "RAG-GFM: Overcoming In-Memory Bottlenecks in Graph Foundation Models via Retrieval-Augmented Generation" acce…
This repository is the official implementation of "GRAVER: Generative Graph Vocabularies for Robust Graph Foundation Models Fine-tuning" accepted by NeurIPS 202…
This repository is the official implement "Toward a Unified Geometry Understanding: Riemannian Diffusion Framework for Graph Generation and Prediction" accepted…
This repository is the official implementation of "GraphMoRE: Mitigating Topological Heterogeneity via Mixture of Riemannian Experts" accepted by the Main Techn…
This repository is the official implementation of "DG-Mamba: Robust and Efficient Dynamic Graph Structure Learning with Selective State Space Models" accepted b…
This repository is the official implementation of "Discrete Curvature Graph Information Bottleneck" accepted by the Main Technical Track of the 39th Annual AAAI…
This repository is the official implementation of "Bi-Directional Multi-Scale Graph Dataset Condensation via Information Bottleneck" accepted by the Main Techni…
This response is the code base for "MIKO: Multimodal Intention Knowledge Distillation from Large Language Models for Social-Media Commonsense Discovery".
This repository is the official implementation of "Hyperbolic Geometric Latent Diffusion Model for Graph Generation (HypDiff)" accepted by the research tracks o…