2 papers
cs.LG2025
Leveraging Large Language Models for Automated Causal Loop Diagram Generation: Enhancing System Dynamics Modeling through Curated Prompting Techniques
Ning-Yuan Georgia Liu, David R. Keith
Transforming a dynamic hypothesis into a causal loop diagram (CLD) is crucial for System Dynamics Modelling. Extracting key variables and causal relationships from text to build a…
cs.LG2025
Measuring Similarity in Causal Graphs: A Framework for Semantic and Structural Analysis
Ning-Yuan Georgia Liu, Flower Yang, Mohammad S. Jalali
Causal graphs are commonly used to understand and model complex systems. Researchers often construct these graphs from different perspectives, leading to significant variations for…