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Comparative Public Policy research builds on a host of specific theoretical approaches. This panel is interested in new theoretical approaches, the import of theories from related disciplines into policy research, and - in particular - new methodological and theoretical takes to tackle long-standing and new phenomena in the field. How can comparative policy analysis use AI-tools fruitfully, which new research questions enter the agenda due to new technological advances, which method-mixes have shown useful? We invite a dialogue based on specific contributions submitted.