Graph-COM

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1. CKA-Agent CKA-AgentPublic

   [ICML 2026 & ICLR 2026 AIWILD] Official Implementation of the CKA-Agent, "The Trojan Knowledge: Bypassing Commercial LLM Guardrails via Harmless Prompt Weaving and Adaptive Tree Search".

   Python 208 45

2. SubgraphRAG SubgraphRAGPublic

   [ICLR 2025] Simple is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation

   Python 185 32

3. GSAT GSATPublic

   [ICML 2022] Graph Stochastic Attention (GSAT) for interpretable and generalizable graph learning.

   Jupyter Notebook 176 27

4. GraphMaker GraphMakerPublic

   [TMLR] GraphMaker: Can Diffusion Models Generate Large Attributed Graphs?

   Python 72 8

5. GAD-NR GAD-NRPublic

   [WSDM 2024] GAD-NR : Graph Anomaly Detection via Neighborhood Reconstruction

   Jupyter Notebook 61 2

6. ED-HNN ED-HNNPublic

   [ICLR 2023] "Equivariant Hypergraph Diffusion Neural Operators" by Peihao Wang, Shenghao Yang, Yunyu Liu, Zhangyang Wang, Pan Li

   Python 53 7