LLM for Graphs

[rakuten]

Survey

• [2310.11829v1] Towards Graph Foundation Models: A Survey and Beyond
• [2312.02783] Large Language Models on Graphs: A Comprehensive Survey

Graph to Text

• [2310.17110] LLM4DyG: Can Large Language Models Solve Problems on Dynamic Graphs?
  Dynamic Graph!
• [2305.15066] GPT4Graph: Can Large Language Models Understand Graph Structured Data ? An Empirical Evaluation and Benchmarking
  Graph Modelling Language (GML)(Himsolt, 1997) and Graph Markup Language (GraphML)(Brandes et al., 2013)
• [2305.10037] Can Language Models Solve Graph Problems in Natural Language?
  NL Graph, 30k problem including network flow
• [2308.14522] Graph Meets LLMs: Towards Large Graph Models
  ?
• [2310.04560] Talk like a Graph: Encoding Graphs for Large Language Models
  optimal graph encoding in text
• [2310.05499] Integrating Graphs with Large Language Models: Methods and Prospects
  position paper
• [2307.03393] Exploring the Potential of Large Language Models (LLMs) in Learning on Graphs
  single graph test on node-level
• [2308.07134] Language is All a Graph Needs
  single graph test on node-level
• [2310.16421] Graph Agent: Explicit Reasoning Agent for Graphs
  single graph test on node-level
• [2310.01089] GraphText: Graph Reasoning in Text Space
  single graph test on node-level

[zjz]

Github Repos

XiaoxinHe/Awesome-Graph-LLM: A collection of AWESOME things about Graph-Related LLMs. (github.com)

WxxShirley/Awesome-Graph-Prompt: Awesome Papers About Performing Prompting On Graphs (github.com)

yhLeeee/Awesome-LLMs-in-Graph-tasks: A curated collection of research papers exploring the utilization of LLMs for graph-related tasks. (github.com)

PeterGriffinJin/Awesome-Language-Model-on-Graphs: A curated list of papers and resources based on “Large Language Models on Graphs: A Comprehensive Survey”. (github.com)

[Oates9895]

LLM for graph tasks:

• Exploring the Potential of Large Language Models (LLMs) in Learning on Graphs
  https://arxiv.org/pdf/2307.03393.pdf
  LLM as enhancers vs. LLM as predictors.
  When as predictors, ignore graph structure.

Multimodal LLM on graph

• survey on MLLM https://arxiv.org/pdf/2306.13549.pdf
• A medical multimodal large language model for future pandemics | npj Digital Medicine
  For future pandemics from limited label data.

graph for multimodal

• https://openaccess.thecvf.com/content_CVPR_2020/papers/Gao_Multi-Modal_Graph_Neural_Network_for_Joint_Reasoning_on_Vision_and_CVPR_2020_paper.pdf

• arxiv.org/pdf/2007.08742.pdf

multimodal for graph

• https://arxiv.org/pdf/2308.06911.pdf
  Graph is encoded with GIN into embeddings. SMILES is encoded with SciBERT. Graph-text cross attention for transformer embedding.

• https://arxiv.org/pdf/2402.02130.pdf
  Addition of visual graph to the text description. Graphvis for visual graph construction. Benchmark for graph-image-text question answering.

• https://arxiv.org/pdf/2310.07478.pdf
  Represent relationships among modalities by graph.

• Multimodal learning with graphs - PMC

Multimodal knowledge graph

• https://ojs.aaai.org/index.php/AAAI/article/download/29828/31438
• https://arxiv.org/pdf/2403.07311.pdf
• https://arxiv.org/pdf/2306.08302.pdf?trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment-text