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Discovering causal relationships in complex socio-behavioral systems ischallenging but essential for informed decision-making. We present Upload,PREprocess, Visualize, and Evaluate (UPREVE), a user-friendly web-basedgraphical user interface (GUI) designed to simplify the process of causaldiscovery. UPREVE allows users to run multiple algorithms simultaneously,visualize causal relationships, and evaluate the accuracy of learned causalgraphs. With its accessible interface and customizable features, UPREVEempowers researchers and practitioners in social computing andbehavioral-cultural modeling (among others) to explore and understand causalrelationships effectively. Our proposed solution aims to make causal discoverymore accessible and user-friendly, enabling users to gain valuable insights forbetter decision-making.

UPREVE: An End-to-End Causal Discovery Benchmarking System