Supplementary materials:

Paths to Causality: Finding Informative Subgraphs within Knowledge Graphs for Knowledge-based Causal Discovery (KDD'25)

Including the preprocessed datasets, codes, prompt, and subgraph ranking results from the subgraph rankers. Part of the source code used for the experiments relies on proprietary libraries and therefore cannot be released.

Requirements

pip install -r requirements.txt

Running main experiment

bash run_kbcd.sh

Running (Training) Subgraph Ranker

bash run_ltr.sh

(complete readme to-be-added)

keywords:

KGSubgraphAsPrompt